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Deep Learning Projects for ECE Students - IEEE Aligned Software Systems

Deep learning projects for ECE students focus on software-based neural systems designed for analytical modeling and simulation-driven experimentation. These projects emphasize learning hierarchical representations from signal, image, and communication-related datasets using evaluation-centric methodologies.

From an implementation perspective, systems are built as end-to-end software pipelines where model architecture, training dynamics, and inference behavior are rigorously analyzed. Emphasis is placed on reproducibility, numerical stability, and controlled experimentation aligned with IEEE research practices.

At a domain level, deep learning enables ECE students to apply mathematical foundations and signal-level reasoning within modern neural frameworks. The focus remains on algorithmic validation and benchmarking rather than hardware execution or embedded deployment.

Deep Learning Final Year Projects for ECE - IEEE 2026 Titles

Wisen Code:DLP-25-0211 Combo Offer

Published on: Nov 2025

Base Paper Title:

Hybrid KNN–LSTM Framework for Electricity Theft Detection in Smart Grids Using SGCC Smart-Meter Data

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0207 Published on: Nov 2025

Base Paper Title:

Improving Network Structure for Efficient Classification Network Based on MobileNetV3

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications:

Algorithms: CNN, Residual Network

Wisen Code:DLP-25-0210 Published on: Nov 2025

Base Paper Title:

Modeling the Role of the Alpha Rhythm in Attentional Processing during Distractor Suppression

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Anomaly Detection

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0212 Published on: Nov 2025

Base Paper Title:

Adaptive Incremental Learning for Robust X-Ray Threat Detection in Dynamic Operational Environments

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: None

Applications: Surveillance

Algorithms: CNN, Text Transformer, Vision Transformer

Wisen Code:DLP-25-0213 Published on: Nov 2025

Base Paper Title:

Enhancing Bangla Speech Emotion Recognition Through Machine Learning Architectures

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Speech Emotion Recognition

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0208 Published on: Nov 2025

Base Paper Title:

A Systematic Evaluation of Current Architectures in Wind Power Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer, Evolutionary Algorithms, Statistical Algorithms, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0209 Published on: Nov 2025

Base Paper Title:

Arabic Fake News Detection on X(Twitter) Using Bi-LSTM Algorithm and BERT Embedding

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms

Applications: Anomaly Detection

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0206 Published on: Oct 2025

Base Paper Title:

Sentiment Analysis of YouTube Educational Videos: Correlation Between Educators’ and Students’ Sentiments

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Education & EdTech

Applications: None

Algorithms: Text Transformer, Statistical Algorithms

Wisen Code:DLP-25-0203 Published on: Oct 2025

Base Paper Title:

A Multimodal Aspect-Level Sentiment Analysis Model Based on Syntactic-Semantic Perception

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries:

Applications:

Algorithms: Text Transformer

Wisen Code:DLP-25-0182 Published on: Oct 2025

Base Paper Title:

Forecasting Bitcoin Price With Neural and Statistical Models Across Different Time Granularities

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN, Statistical Algorithms

Wisen Code:DLP-25-0108 Published on: Oct 2025

Base Paper Title:

Can We Trust AI With Our Ears? A Cross-Domain Comparative Analysis of Explainability in Audio Intelligence

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Social Media & Communication Platforms, Healthcare & Clinical AI, Smart Cities & Infrastructure

Applications: Decision Support Systems, Surveillance

Algorithms: CNN, Deep Neural Networks

Wisen Code:DLP-25-0081 Published on: Oct 2025

Base Paper Title:

An Explainable AI Framework Integrating Variational Sparse Autoencoder and Random Forest for EEG-Based Epilepsy Detection

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection

Algorithms: Classical ML Algorithms, Variational Autoencoders, Autoencoders

Wisen Code:DLP-25-0167 Published on: Oct 2025

Base Paper Title:

Adaptive Buffering Strategies for Incremental Learning Under Concept Drift in Lifestyle Disease Modeling

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection

Algorithms: RNN/LSTM, Deep Neural Networks

Wisen Code:DLP-25-0047 Published on: Oct 2025

Base Paper Title:

CathepsinDL: Deep Learning-Driven Model for Cathepsin Inhibitor Screening and Drug Target Identification

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Drug Discovery

Algorithms: CNN

Wisen Code:DLP-25-0071 Published on: Sept 2025

Base Paper Title:

IntelliUnitGen: A Unit Test Case Generation Framework Based on the Integration of Static Analysis and Prompt Learning

Data Type: Text Data

AI/ML/DL Task: Generative Task

CV Task: None

NLP Task: Text Generation

Audio Task: None

Industries: None

Applications: Code Generation

Algorithms: Text Transformer

Wisen Code:DLP-25-0061 Published on: Sept 2025

Base Paper Title:

LLM-Based News Recommendation System With Multi-Granularity News Content Fusion and Dual-View User Interest Perception

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Media & Entertainment

Applications: Personalization

Algorithms: Text Transformer

Wisen Code:DLP-25-0092 Published on: Sept 2025

Base Paper Title:

AI-Based Detection of Coronary Artery Occlusion Using Acoustic Biomarkers Before and After Stent Placement

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems, Anomaly Detection

Algorithms: Statistical Algorithms

Wisen Code:DLP-25-0056 Published on: Sept 2025

Base Paper Title:

A One-Shot Learning Approach for Fault Classification of Bearings via Multi-Autoencoder Reconstruction

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: RNN/LSTM, Autoencoders, Residual Network

Wisen Code:DLP-25-0202 Published on: Sept 2025

Base Paper Title:

Contrastive and Attention-Based Multimodal Fusion: Detecting Negative Memes Through Diverse Fusion Strategies

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: Text Classification

Audio Task: None

Industries:

Applications:

Algorithms: Text Transformer, Deep Neural Networks

Wisen Code:DLP-25-0140 Published on: Sept 2025

Base Paper Title:

OAS-XGB: An OptiFlect Adaptive Search Optimization Framework Using XGBoost to Predict Length of Stay for CAD Patients

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics

Algorithms: Variational Autoencoders, Ensemble Learning

Wisen Code:DLP-25-0183 Published on: Sept 2025

Base Paper Title:

An Attention-Guided Improved Decomposition-Reconstruction Model for Stock Market Prediction

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, Text Transformer, Statistical Algorithms

Wisen Code:DLP-25-0193 Published on: Sept 2025

Base Paper Title:

Evaluating Time-Series Deep Learning Models for Accurate and Efficient Reconstruction of Clinical 12-Lead ECG Signals

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM

Wisen Code:DLP-25-0174 Combo Offer

Published on: Sept 2025

Base Paper Title:

DualDRNet: A Unified Deep Learning Framework for Customer Baseline Load Estimation and Demand Response Potential Forecasting for Load Aggregators

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: CNN, Vision Transformer, Residual Network

Wisen Code:DLP-25-0181 Published on: Sept 2025

Base Paper Title:

FedSalesNet: A Federated Learning–Inspired Deep Neural Framework for Decentralized Multi-Store Sales Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: E-commerce & Retail

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0091 Published on: Sept 2025

Base Paper Title:

Trustworthiness Evaluation of Large Language Models Using Multi-Criteria Decision Making

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Text Transformer

Wisen Code:DLP-25-0172 Published on: Sept 2025

Base Paper Title:

Power Demand Forecasting in Iraq Using Singular Spectrum Analysis and Kalman Filter-Smoother

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Statistical Algorithms

Wisen Code:DLP-25-0134 Published on: Sept 2025

Base Paper Title:

AI-Empowered Latent Four-dimensional Variational Data Assimilation for River Discharge Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Autoencoders

Wisen Code:DLP-25-0101 Published on: Sept 2025

Base Paper Title:

Optimized Kolmogorov–Arnold Networks-Driven Chronic Obstructive Pulmonary Disease Detection Model

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0052 Published on: Sept 2025

Base Paper Title:

SMA-YOLO: A Defect Detection Algorithm for Self-Explosion of Insulators Under Complex Backgrounds

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Surveillance

Algorithms: Single Stage Detection, CNN

Wisen Code:DLP-25-0020 Published on: Sept 2025

Base Paper Title:

Spatio-Temporal Forecasting of Bus Arrival Times Using Context-Aware Deep Learning Models in Urban Transit Systems

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Graph Neural Networks

Wisen Code:DLP-25-0067 Published on: Sept 2025

Base Paper Title:

A Lightweight Recurrent Architecture for Robust Urban Traffic Forecasting With Missing Data

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: RNN/LSTM

Wisen Code:DLP-25-0073 Published on: Sept 2025

Base Paper Title:

A Hybrid Neural-CRF Framework for Assamese Part-of-Speech Tagging

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Token Classification

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, RNN/LSTM

Wisen Code:DLP-25-0170 Published on: Sept 2025

Base Paper Title:

E-DANN: An Enhanced Domain Adaptation Network for Audio-EEG Feature Decoupling in Explainable Depression Recognition

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Deep Neural Networks

Wisen Code:DLP-25-0021 Published on: Sept 2025

Base Paper Title:

EEG-Based Prognostic Prediction in Moderate Traumatic Brain Injury: A Hybrid BiLSTM-AdaBoost Approach

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0043 Published on: Sept 2025

Base Paper Title:

STMINet: Spatio-Temporal Multigranularity Intermingling Network for Remote Sensing Change Detection

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Change Detection

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0010 Published on: Sept 2025

Base Paper Title:

Hand Signs Recognition by Deep Muscle Impedimetric Measurements

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications:

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0160 Published on: Sept 2025

Base Paper Title:

Adjusted Exponential Scaling: An Innovative Approach for Combining Diverse Multiclass Classifications

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Anomaly Detection

Algorithms: CNN, Residual Network, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0142 Published on: Sept 2025

Base Paper Title:

Phaseper: A Complex-Valued Transformer for Automatic Speech Recognition

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Automatic Speech Recognition

Industries: None

Applications: None

Algorithms: Text Transformer

Wisen Code:DLP-25-0141 Published on: Sept 2025

Base Paper Title:

A Novel Transformer-CNN Hybrid Deep Learning Architecture for Robust Broad-Coverage Diagnosis of Eye Diseases on Color Fundus Images

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0049 Published on: Sept 2025

Base Paper Title:

KAleep-Net: A Kolmogorov-Arnold Flash Attention Network for Sleep Stage Classification Using Single-Channel EEG With Explainability

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0171 Published on: Sept 2025

Base Paper Title:

Audio-Based Neural Network to Classify Patients With Early Parkinson’s Disease

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems

Algorithms: RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0175 Published on: Sept 2025

Base Paper Title:

ST-DGCN: A Novel Spatial-Temporal Dynamic Graph Convolutional Network for Cardiovascular Diseases Diagnosis

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Graph Neural Networks

Wisen Code:DLP-25-0188 Published on: Sept 2025

Base Paper Title:

Rethinking Multimodality: Optimizing Multimodal Deep Learning for Biomedical Signal Classification

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0117 Published on: Sept 2025

Base Paper Title:

Hybrid Deep Learning Model for Scalogram-Based ECG Classification of Cardiovascular Diseases

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: RNN/LSTM, CNN, Transfer Learning

Wisen Code:DLP-25-0124 Published on: Aug 2025

Base Paper Title:

On the Features Extracted From Dual-Polarized Sentinel-1 Images for Deep-Learning-Based Sea Surface Oil-Spill Detection

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Government & Public Services, Environmental & Sustainability

Applications: Anomaly Detection

Algorithms: CNN

Wisen Code:DLP-25-0185 Published on: Aug 2025

Base Paper Title:

Enhancing Stock Price Forecasting Accuracy Through Compositional Learning of Recurrent Architectures: A Multi-Variant RNN Approach

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Evolutionary Algorithms, Deep Neural Networks

Wisen Code:DLP-25-0013 Published on: Aug 2025

Base Paper Title:

SiamSpecNet: One-Shot Bearing Fault Diagnosis Using Siamese Networks and Gabor Spectrograms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications:

Algorithms: CNN

Wisen Code:DLP-25-0087 Published on: Aug 2025

Base Paper Title:

A Joint Real- and Complex-Valued Network for Classification of Pol(In)SAR Images

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications:

Algorithms: CNN

Wisen Code:DLP-25-0180 Combo Offer

Published on: Aug 2025

Base Paper Title:

Calibrating Sentiment Analysis: A Unimodal-Weighted Label Distribution Learning Approach

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Finance & FinTech

Applications: None

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0189 Combo Offer

Published on: Aug 2025

Base Paper Title:

On-Board Deployability of a Deep Learning-Based System for Distraction and Inattention Detection

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:DLP-25-0089 Published on: Aug 2025

Base Paper Title:

Extractive Text Summarization Using Formality of Language

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Summarization

Audio Task: None

Industries: None

Applications: Information Retrieval

Algorithms: Statistical Algorithms

Wisen Code:DLP-25-0204 Published on: Aug 2025

Base Paper Title:

SetFitQuad: A Few-Shot Framework for Aspect Sentiment Quad Prediction With Sampling Strategies

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications: Information Retrieval

Algorithms: Classical ML Algorithms, Transfer Learning, Text Transformer

Wisen Code:DLP-25-0107 Published on: Aug 2025

Base Paper Title:

HyperEAST: An Enhanced Attention-Based Spectral–Spatial Transformer With Self-Supervised Pretraining for Hyperspectral Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: Vision Transformer

Wisen Code:DLP-25-0008 Published on: Aug 2025

Base Paper Title:

A Deep Learning Model for Predicting ICU Discharge Readiness and Estimating Excess ICU Stay Duration

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics, Decision Support Systems

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0169 Published on: Aug 2025

Base Paper Title:

Domain-Specific Multi-Document Political News Summarization Using BART and ACT-GAN

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Summarization

Audio Task: None

Industries: Media & Entertainment, Government & Public Services

Applications: Content Generation, Information Retrieval

Algorithms: RNN/LSTM, GAN, Text Transformer

Wisen Code:DLP-25-0030 Published on: Aug 2025

Base Paper Title:

Brain Network Analysis Reveals Age-Related Differences in Topological Reorganization During Vigilance Decline

Data Type: Tabular Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Human Resources & Workforce Analytics

Applications:

Algorithms: Statistical Algorithms

Wisen Code:DLP-25-0088 Published on: Aug 2025

Base Paper Title:

What’s Going On in Dark Web Question and Answer Forums: Topic Diversity and Linguistic Characteristics

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Topic Modeling

Audio Task: None

Industries: Government & Public Services

Applications: Information Retrieval

Algorithms: Classical ML Algorithms, Statistical Algorithms

Wisen Code:DLP-25-0112 Published on: Aug 2025

Base Paper Title:

Enhancing Global and Local Context Modeling in Time Series Through Multi-Step Transformer-Diffusion Interaction

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Healthcare & Clinical AI, Finance & FinTech, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: Text Transformer, Diffusion Models

Wisen Code:DLP-25-0090 Published on: Aug 2025

Base Paper Title:

LARNet-SAP-YOLOv11: A Joint Model for Image Restoration and Corrosion Defect Detection of Transmission Line Fittings Under Multiple Adverse Weather Conditions

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: None

Algorithms: Single Stage Detection, CNN, Vision Transformer

Wisen Code:DLP-25-0173 Combo Offer

Published on: Aug 2025

Base Paper Title:

Knowledge-Distilled Multi-Task Model With Enhanced Transformer and Bidirectional Mamba2 for Air Quality Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries:

Applications:

Algorithms: Deep Neural Networks

Wisen Code:DLP-25-0085 Published on: Aug 2025

Base Paper Title:

SFONet: A Novel Joint Spatial-Frequency Domain Algorithm for Multiclass Ship Oriented Detection in SAR Images

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Government & Public Services

Applications: None

Algorithms: Single Stage Detection, CNN

Wisen Code:DLP-25-0048 Published on: Jul 2025

Base Paper Title:

SPPMFN: Efficient Multimodal Financial Time-Series Prediction Network With Self-Supervised Learning

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0105 Published on: Jul 2025

Base Paper Title:

Ground-Based Remote Sensing Cloud Image Segmentation Using Convolution-MLP Network

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: CNN

Wisen Code:DLP-25-0054 Published on: Jul 2025

Base Paper Title:

ASFF-Det: Adaptive Space-Frequency Fusion Detector for Object Detection in SAR Images

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Environmental & Sustainability

Applications: Remote Sensing, Surveillance

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0037 Published on: Jul 2025

Base Paper Title:

A Hybrid Deep Learning-Machine Learning Stacking Model for Yemeni Arabic Dialect Sentiment Analysis

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications:

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning

Wisen Code:DLP-25-0083 Published on: Jul 2025

Base Paper Title:

ECGNet: High-Precision ECG Classification Using Deep Learning and Advanced Activation Functions

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM

Wisen Code:DLP-25-0136 Published on: Jul 2025

Base Paper Title:

Research on Natural Language Misleading Content Detection Method Based on Attention Mechanism

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms

Applications: Surveillance

Algorithms: Text Transformer, Deep Neural Networks

Wisen Code:DLP-25-0153 Published on: Jul 2025

Base Paper Title:

Transfer Learning for Photovoltaic Power Forecasting Across Regions Using Large-Scale Datasets

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: Transfer Learning, Text Transformer

Wisen Code:DLP-25-0076 Published on: Jul 2025

Base Paper Title:

Enhanced Online Continuous Brain-Control by Deep Learning-Based EEG Decoding

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0031 Published on: Jul 2025

Base Paper Title:

CIA-UNet: An Attention-Enhanced Multi-Scale U-Net for Single Tree Crown Segmentation

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech, Environmental & Sustainability

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0001 Published on: Jul 2025

Base Paper Title:

Optimizing the Learnable RoPE Theta Parameter in Transformers

Data Type: Text Data

AI/ML/DL Task: Generative Task

CV Task: None

NLP Task: Text Generation

Audio Task: None

Industries: None

Applications: None

Algorithms: Text Transformer

Wisen Code:DLP-25-0063 Published on: Jul 2025

Base Paper Title:

Flexible Job Shop Scheduling Based on Energy Consumption of Method Research

Data Type: Tabular Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Environmental & Sustainability

Applications: Decision Support Systems

Algorithms: Reinforcement Learning

Wisen Code:DLP-25-0201 Published on: Jul 2025

Base Paper Title:

Efficient Text Encoders for Labor Market Analysis

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Human Resources & Workforce Analytics

Applications: Information Retrieval

Algorithms: Text Transformer

Wisen Code:DLP-25-0118 Published on: Jul 2025

Base Paper Title:

Soybean Yield Estimation Using Improved Deep Learning Models With Integrated Multisource and Multitemporal Remote Sensing Data

Data Type: Multi Modal Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Finance & FinTech, Government & Public Services, Agriculture & Food Tech

Applications: Remote Sensing, Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Vision Transformer

Wisen Code:DLP-25-0131 Published on: Jul 2025

Base Paper Title:

ANN-SVM-IP: An Innovative Method for Rapidly and Efficiently Detecting and Classifying of External Defects of Apple Fruits

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications: None

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0121 Published on: Jul 2025

Base Paper Title:

DCT-Based Channel Attention for Multivariate Time Series Classification

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics

Algorithms: CNN

Wisen Code:DLP-25-0147 Published on: Jul 2025

Base Paper Title:

An Improved Backbone Fusion Neural Network for Orchard Extraction

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech, Environmental & Sustainability

Applications:

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0028 Published on: Jul 2025

Base Paper Title:

Multistage Training and Fusion Method for Imbalanced Multimodal UAV Remote Sensing Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure, Environmental & Sustainability

Applications: None

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0065 Published on: Jul 2025

Base Paper Title:

Time Series-Based Fault Detection and Classification in IEEE 9-Bus Transmission Lines Using Deep Learning

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: CNN

Wisen Code:DLP-25-0139 Published on: Jul 2025

Base Paper Title:

A Hybrid Large Language Model for Context-Aware Document Ranking in Telecommunication Data

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Paraphrase / Semantic Similarity

Audio Task: None

Industries: Telecommunications

Applications: Information Retrieval

Algorithms: Text Transformer, Statistical Algorithms

Wisen Code:DLP-25-0164 Published on: Jul 2025

Base Paper Title:

RUL Prediction Based on MBGD-WGAN-GRU for Lithium-Ion Batteries

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Automotive

Applications: Predictive Analytics

Algorithms: RNN/LSTM, GAN

Wisen Code:DLP-25-0103 Published on: Jul 2025

Base Paper Title:

Short-Term Photovoltaic Power Combined Prediction Based on Feature Screening and Weight Optimization

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Evolutionary Algorithms, Statistical Algorithms

Wisen Code:DLP-25-0102 Published on: Jun 2025

Base Paper Title:

Performance Evaluation of Different Speech-Based Emotional Stress Level Detection Approaches

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Speech Emotion Recognition

Industries: Social Media & Communication Platforms, Healthcare & Clinical AI, E-commerce & Retail, Education & EdTech, Automotive

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Transfer Learning, Text Transformer

Wisen Code:DLP-25-0070 Published on: Jun 2025

Base Paper Title:

AZIM: Arabic-Centric Zero-Shot Inference for Multilingual Topic Modeling With Enhanced Performance on Summarized Text

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Topic Modeling

Audio Task: None

Industries: None

Applications: Information Retrieval

Algorithms: Transfer Learning, Text Transformer, Variational Autoencoders

Wisen Code:DLP-25-0149 Published on: Jun 2025

Base Paper Title:

Exploring Bill Similarity with Attention Mechanism for Enhanced Legislative Prediction

Data Type: Tabular Data

AI/ML/DL Task: Clustering Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services

Applications: Predictive Analytics

Algorithms: Text Transformer, Deep Neural Networks

Wisen Code:DLP-25-0128 Published on: Jun 2025

Base Paper Title:

PARS: A Position-Based Attention for Rumor Detection Using Feedback From Source News

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms

Applications: Anomaly Detection

Algorithms: RNN/LSTM, Text Transformer, Graph Neural Networks

Wisen Code:DLP-25-0192 Published on: Jun 2025

Base Paper Title:

Multi-Query Cross-Modal Attention Fusion for Cognitive Impairment Recognition

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics

Algorithms: CNN, Residual Network, Deep Neural Networks

Wisen Code:DLP-25-0069 Published on: Jun 2025

Base Paper Title:

Mixing High-Frequency Bands Based on Wavelet Decomposition for Long-Term State-of-Charge Forecasting of Lithium-Ion Batteries

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Automotive

Applications: Predictive Analytics

Algorithms: Statistical Algorithms, Deep Neural Networks

Wisen Code:DLP-25-0036 Published on: Jun 2025

Base Paper Title:

Trust Decay-Based Temporal Learning for Dynamic Recommender Systems With Concept Drift Adaptation

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Personalization, Recommendation Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, Autoencoders

Wisen Code:DLP-25-0162 Published on: Jun 2025

Base Paper Title:

Diagnosis of Commutation Failure in a High- Voltage Direct Current Transmission System Based on Fuzzy Entropy Feature Vectors and a PCNN-GRU

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0046 Published on: Jun 2025

Base Paper Title:

Combining Autoregressive Models and Phonological Knowledge Bases for Improved Accuracy in Korean Grapheme-to-Phoneme Conversion

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Media & Entertainment, Education & EdTech, Automotive, Telecommunications

Applications: Voice Synthesis

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0157 Published on: Jun 2025

Base Paper Title:

Customized Spectro-Temporal CNN Feature Extraction and ELM-Based Classifier for Accurate Respiratory Obstruction Detection

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0009 Published on: Jun 2025

Base Paper Title:

Evaluation of Encoder-Only Transformer for Multi-Step Traffic Flow Prediction

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0115 Published on: Jun 2025

Base Paper Title:

Performance Evaluation of Support Vector Machine and Stacked Autoencoder for Hyperspectral Image Analysis

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech, Environmental & Sustainability

Applications: None

Algorithms: Classical ML Algorithms, Autoencoders

Wisen Code:DLP-25-0096 Published on: Jun 2025

Base Paper Title:

A Reinforcement Learning Approach to Personalized Asthma Exacerbation Prediction Using Proximal Policy Optimization

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Reinforcement Learning

Wisen Code:DLP-25-0007 Published on: Jun 2025

Base Paper Title:

An End-to-End Deep Learning System for Automated Fashion Tagging: Segmentation, Classification, and Hierarchical Labeling

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: E-commerce & Retail

Applications:

Algorithms: Two Stage Detection, CNN

Wisen Code:DLP-25-0099 Published on: Jun 2025

Base Paper Title:

Faster-PPENet: Advancing Logistic Intelligence for PPE Recognition at Construction Sites

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Logistics & Supply Chain

Applications:

Algorithms: Two Stage Detection, CNN

Wisen Code:DLP-25-0104 Published on: Jun 2025

Base Paper Title:

Effective Tumor Annotation for Automated Diagnosis of Liver Cancer

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0012 Published on: Jun 2025

Base Paper Title:

Research on Lingnan Culture Image Restoration Methods Based on Multi-Scale Non-Local Self-Similar Learning

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Reconstruction

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Autoencoders

Wisen Code:DLP-25-0163 Published on: Jun 2025

Base Paper Title:

Power Wavelet Cepstral Coefficients (PWCC): An Accurate Auditory Model-Based Feature Extraction Method for Robust Speaker Recognition

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Speaker Identification

Industries: None

Applications:

Algorithms: Statistical Algorithms

Wisen Code:DLP-25-0135 Published on: Jun 2025

Base Paper Title:

The Construction of Knowledge Graphs in the Assembly Domain Based on Deep Learning

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Token Classification

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications: Information Retrieval, Decision Support Systems

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0084 Published on: Jun 2025

Base Paper Title:

EEG-Based Seizure Onset Detection of Frontal and Temporal Lobe Epilepsies Using 1DCNN

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Anomaly Detection

Algorithms: CNN

Wisen Code:DLP-25-0110 Published on: May 2025

Base Paper Title:

Robust Face Recognition Using Deep Learning and Ensemble Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Face Recognition

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Ensemble Learning

Wisen Code:DLP-25-0027 Published on: May 2025

Base Paper Title:

A Multi-Modal Approach for the Molecular Subtype Classification of Breast Cancer by Using Vision Transformer and Novel SVM Polyvariant Kernel

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN, Vision Transformer

Wisen Code:DLP-25-0159 Published on: May 2025

Base Paper Title:

A Convolutional Neural Network Model for Classifying Resting Tremor Amplitude in Parkinson’s Disease

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0113 Published on: May 2025

Base Paper Title:

DiverseNet: Decision Diversified Semi-Supervised Semantic Segmentation Networks for Remote Sensing Imagery

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Environmental & Sustainability

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0004 Published on: May 2025

Base Paper Title:

Hybrid Deep Learning and Fuzzy Matching for Real-Time Bidirectional Arabic Sign Language Translation: Toward Inclusive Communication Technologies

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Single Stage Detection, CNN, Transfer Learning, Vision Transformer

Wisen Code:DLP-25-0066 Published on: May 2025

Base Paper Title:

A Deep Learning Framework for Healthy Lifestyle Monitoring and Outdoor Localization

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications:

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0062 Published on: May 2025

Base Paper Title:

Eliminating Meteorological Dependencies in Solar Power Forecasting: A Deep Learning Solution With NeuralProphet and Real-World Data

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0195 Published on: May 2025

Base Paper Title:

Data-Driven Policy Making Framework Utilizing TOWS Analysis

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Topic Modeling

Audio Task: None

Industries: Government & Public Services

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Text Transformer

Wisen Code:DLP-25-0133 Published on: May 2025

Base Paper Title:

An End-to-End Concatenated CNN Attention Model for the Classification of Lung Cancer With XAI Techniques

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0053 Published on: May 2025

Base Paper Title:

Defect Location Analysis of CFRP Plates Based on Morphological Filtering Technique

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Visual Anomaly Detection

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0148 Published on: May 2025

Base Paper Title:

Early In-Hospital Mortality Prediction Based on xTimesNet and Time Series Interpretable Methods

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0033 Published on: May 2025

Base Paper Title:

A Transfer Learning-Based Framework for Enhanced Classification of Perceived Mental Stress Using EEG Spectrograms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: CNN, Transfer Learning

Wisen Code:DLP-25-0100 Published on: May 2025

Base Paper Title:

Interpretable Chinese Fake News Detection With Chain-of-Thought and In-Context Learning

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Government & Public Services

Applications: Anomaly Detection

Algorithms: Transfer Learning, Text Transformer

Wisen Code:DLP-25-0086 Published on: May 2025

Base Paper Title:

Machine Anomalous Sound Detection Using Spectral-Temporal Modulation Representations Derived From Machine-Specific Filterbanks

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Manufacturing & Industry 4.0

Applications: Anomaly Detection

Algorithms: Autoencoders, Statistical Algorithms, Deep Neural Networks

Wisen Code:DLP-25-0003 Published on: May 2025

Base Paper Title:

PIONet: A Positional Encoding Integrated Onehot Feature-Based RNA-Binding Protein Classification Using Deep Neural Network

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Biomedical & Bioinformatics

Applications: None

Algorithms: CNN, Transfer Learning, Residual Network, Deep Neural Networks

Wisen Code:DLP-25-0123 Published on: May 2025

Base Paper Title:

A Novel Approach to Continual Knowledge Transfer in Multilingual Neural Machine Translation Using Autoregressive and Non-Autoregressive Models for Indic Languages

Data Type: Text Data

AI/ML/DL Task: Generative Task

CV Task: None

NLP Task: Translation

Audio Task: None

Industries: Social Media & Communication Platforms, Government & Public Services, Education & EdTech

Applications: None

Algorithms: Text Transformer

Wisen Code:DLP-25-0126 Published on: May 2025

Base Paper Title:

Segmentation and Classification of Skin Cancer Diseases Based on Deep Learning: Challenges and Future Directions

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: Two Stage Detection, CNN, Vision Transformer

Wisen Code:DLP-25-0190 Published on: May 2025

Base Paper Title:

Enhancing Internet Traffic Forecasting in MEC Environments With 5GT-Trans: Leveraging Synthetic Data and Transformer-Based Models

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Telecommunications

Applications: Predictive Analytics, Wireless Communication

Algorithms: RNN/LSTM, GAN, Text Transformer

Wisen Code:DLP-25-0011 Published on: May 2025

Base Paper Title:

Lorenz-PSO Optimized Deep Neural Network for Enhanced Phonocardiogram Classification

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Evolutionary Algorithms

Wisen Code:DLP-25-0044 Published on: May 2025

Base Paper Title:

How Deep is Your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation

Data Type: Tabular Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics

Algorithms: RNN/LSTM, GAN, CNN, Diffusion Models, Variational Autoencoders, Deep Neural Networks, Graph Neural Networks

Wisen Code:DLP-25-0205 Published on: May 2025

Base Paper Title:

Automatic Identification of Amharic Text Idiomatic Expressions Using a Deep Learning Approach

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications:

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0097 Published on: May 2025

Base Paper Title:

High Perplexity Mountain Flood Level Forecasting in Small Watersheds Based on Compound Long Short-Term Memory Model and Multimodal Short Disaster-Causing Factors

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0151 Published on: May 2025

Base Paper Title:

MCDGMatch: Multilevel Consistency Based on Data-Augmented Generalization for Remote Sensing Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Agriculture & Food Tech, Environmental & Sustainability

Applications: Information Retrieval, Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0150 Published on: May 2025

Base Paper Title:

Weak–Strong Graph Contrastive Learning Neural Network for Hyperspectral Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Agriculture & Food Tech, Environmental & Sustainability

Applications: None

Algorithms: Graph Neural Networks

Wisen Code:DLP-25-0034 Published on: May 2025

Base Paper Title:

Understanding Software Defect Prediction Through eXplainable Neural Additive Models

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Predictive Analytics

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0132 Published on: May 2025

Base Paper Title:

Urban Parking Demand Forecasting Using xLSTM-Informer Model

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0186 Published on: Apr 2025

Base Paper Title:

MP-NER: Morpho-Phonological Integration Embedding for Chinese Named Entity Recognition

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Token Classification

Audio Task: None

Industries: None

Applications: None

Algorithms: RNN/LSTM, CNN, Text Transformer

Wisen Code:DLP-25-0015 Published on: Apr 2025

Base Paper Title:

Color Night-Light Remote Sensing Image Fusion With Two-Branch Convolutional Neural Network

Data Type: Image Data

AI/ML/DL Task: Generative Task

CV Task: Image Super-Resolution

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure, Environmental & Sustainability

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0041 Published on: Apr 2025

Base Paper Title:

Dataset Construction and Effectiveness Evaluation of Spoken-Emotion Recognition for Human Machine Interaction

Data Type: Multi Modal Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Personalization, Chatbots & Conversational AI

Algorithms: None

Wisen Code:DLP-25-0109 Published on: Apr 2025

Base Paper Title:

A Comprehensive Comparative Analysis of Deep Learning Models for Student Performance Prediction in Virtual Learning Environments: Leveraging the OULA Dataset and Advanced Resampling Techniques

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Education & EdTech

Applications: Predictive Analytics

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0094 Published on: Apr 2025

Base Paper Title:

Integration of Deep Learning Architectures With GRU for Automated Leukemia Detection in Peripheral Blood Smear Images

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0064 Published on: Apr 2025

Base Paper Title:

Automated Detection of Road Defects Using LSTM and Random Forest

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure, Automotive

Applications: Predictive Analytics, Anomaly Detection

Algorithms: RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0106 Published on: Apr 2025

Base Paper Title:

Self-Denoising of BOTDA Using Deep Convolutional Neural Networks

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Denoising

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Autoencoders

Wisen Code:DLP-25-0098 Published on: Apr 2025

Base Paper Title:

Neural Network Pruning for Lightweight Metal Corrosion Image Segmentation Models

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications:

Algorithms: CNN

Wisen Code:DLP-25-0093 Published on: Apr 2025

Base Paper Title:

Corrections to “Gradual Variation-Based Dual-Stream Deep Learning for Spatial Feature Enhancement With Dimensionality Reduction in Early Alzheimer’s Disease Detection”

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0057 Published on: Apr 2025

Base Paper Title:

Manhattan Correlation Attention Network for Metal Part Anomaly Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Visual Anomaly Detection

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0

Applications: Anomaly Detection

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0144 Published on: Apr 2025

Base Paper Title:

Research on Book Recommendation Integrating Book Category Features and User Attribute Information

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Media & Entertainment, E-commerce & Retail

Applications: Personalization, Recommendation Systems

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0035 Published on: Apr 2025

Base Paper Title:

Capturing Fine-Grained Food Image Features Through Iterative Clustering and Attention Mechanisms

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Agriculture & Food Tech

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0060 Published on: Apr 2025

Base Paper Title:

Enhancing Model Robustness in Noisy Environments: Unlocking Advanced Mono-Channel Speech Enhancement With Cooperative Learning and Transformer Networks

Data Type: Audio Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: Speech Enhancement

Industries: None

Applications: None

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0077 Published on: Apr 2025

Base Paper Title:

Attribute-Guided Alignment Model for Person Re-Identification With Feature Distillation and Enhancement

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Government & Public Services, Smart Cities & Infrastructure

Applications: Surveillance

Algorithms: CNN, Residual Network

Wisen Code:DLP-25-0111 Published on: Apr 2025

Base Paper Title:

Adaptive Input Sampling: A Novel Approach for Efficient Object Detection in High Resolution Traffic Monitoring Images

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Single Stage Detection

Wisen Code:DLP-25-0129 Published on: Apr 2025

Base Paper Title:

Explainable Artificial Intelligence Driven Segmentation for Cervical Cancer Screening

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0116 Published on: Apr 2025

Base Paper Title:

CIMF-Net: A Change Indicator-Enhanced Multiscale Fusion Network for Remote Sensing Change Detection

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Change Detection

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Environmental & Sustainability

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0178 Published on: Apr 2025

Base Paper Title:

Domain-Generalized Emotion Recognition on German Text Corpora

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Healthcare & Clinical AI, E-commerce & Retail, Education & EdTech

Applications: Personalization, Decision Support Systems, Recommendation Systems, Chatbots & Conversational AI

Algorithms: Classical ML Algorithms, RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0166 Published on: Apr 2025

Base Paper Title:

Vision Transformers Versus Convolutional Neural Networks: Comparing Robustness by Exploiting Varying Local Features

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, CNN, Vision Transformer, Residual Network

Wisen Code:DLP-25-0072 Published on: Apr 2025

Base Paper Title:

Core Temperature Estimation of Lithium-Ion Batteries Using Long Short-Term Memory (LSTM) Network and Kolmogorov–Arnold Network (KAN)

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: RNN/LSTM

Wisen Code:DLP-25-0023 Published on: Apr 2025

Base Paper Title:

Real-Time EEG Signal Analysis for Microsleep Detection: Hyper-Opt-ANN as a Key Solution

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0200 Published on: Apr 2025

Base Paper Title:

Mental Health Safety and Depression Detection in Social Media Text Data: A Classification Approach Based on a Deep Learning Model

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Healthcare & Clinical AI

Applications:

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0119 Published on: Apr 2025

Base Paper Title:

Convolutional Bi-LSTM for Automatic Personality Recognition From Social Media Texts

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Healthcare & Clinical AI, Human Resources & Workforce Analytics, Marketing & Advertising Tech

Applications: Personalization, Predictive Analytics, Recommendation Systems

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0152 Published on: Apr 2025

Base Paper Title:

TCI-Net: Structural Feature Enhancement and Multi-Level Constrained Network for Reliable Thin Crack Identification on Concrete Surfaces

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Anomaly Detection

Algorithms: CNN

Wisen Code:DLP-25-0079 Published on: Apr 2025

Base Paper Title:

Forecasting Tunnel-Induced Ground Settlement: A Hybrid Deep Learning Approach and Traditional Statistical Techniques With Sensor Data

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN

Wisen Code:DLP-25-0198 Combo Offer

Published on: Apr 2025

Base Paper Title:

Selective Reading for Arabic Sentiment Analysis

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications: None

Algorithms: RNN/LSTM, CNN, Reinforcement Learning

Wisen Code:DLP-25-0017 Published on: Apr 2025

Base Paper Title:

A FixMatch Framework for Alzheimer’s Disease Classification: Exploring the Trade-Off Between Supervision and Performance

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Residual Network

Wisen Code:DLP-25-0179 Published on: Mar 2025

Base Paper Title:

A Cascaded Ensemble Framework Using BERT and Graph Features for Emotion Detection From English Poetry

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms, Education & EdTech

Applications: Information Retrieval

Algorithms: RNN/LSTM, Text Transformer, Ensemble Learning, Graph Neural Networks

Wisen Code:DLP-25-0196 Combo Offer

Published on: Mar 2025

Base Paper Title:

MDCNN: Multi-Teacher Distillation-Based CNN for News Text Classification

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Media & Entertainment, Social Media & Communication Platforms

Applications: Information Retrieval, Recommendation Systems, Anomaly Detection

Algorithms: RNN/LSTM, CNN, Text Transformer

Wisen Code:DLP-25-0075 Published on: Mar 2025

Base Paper Title:

Lung-AttNet: An Attention Mechanism-Based CNN Architecture for Lung Cancer Detection With Federated Learning

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0191 Combo Offer

Published on: Mar 2025

Base Paper Title:

A Novel Approach for Tweet Similarity in a Context-Aware Fake News Detection Model

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms

Applications: Information Retrieval, Anomaly Detection

Algorithms: Text Transformer, Ensemble Learning

Wisen Code:DLP-25-0051 Published on: Mar 2025

Base Paper Title:

Dual-Channel Dynamic Gated Spatio-Temporal Graph for Traffic Flow Forecasting

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Text Transformer, Residual Network, Graph Neural Networks

Wisen Code:DLP-25-0042 Published on: Mar 2025

Base Paper Title:

Improving Local Fidelity and Interpretability of LIME by Replacing Only the Sampling Process With CVAE

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Finance & FinTech

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, CNN, Variational Autoencoders, Autoencoders

Wisen Code:DLP-25-0025 Published on: Mar 2025

Base Paper Title:

RAT-CC: A Recurrent Autoencoder for Time-Series Compression and Classification

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: RNN/LSTM, Autoencoders

Wisen Code:DLP-25-0014 Published on: Mar 2025

Base Paper Title:

CromSS: Cross-Modal Pretraining With Noisy Labels for Remote Sensing Image Segmentation

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications:

Algorithms: CNN, Transfer Learning

Wisen Code:DLP-25-0080 Published on: Mar 2025

Base Paper Title:

Triplet Multi-Kernel CNN for Detection of Pulmonary Diseases From Lung Sound Signals

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0068 Published on: Mar 2025

Base Paper Title:

Finger Vein Recognition Based on Vision Transformer With Feature Decoupling for Online Payment Applications

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Finance & FinTech, Banking & Insurance

Applications: None

Algorithms: CNN, Vision Transformer

Wisen Code:DLP-25-0194 Published on: Mar 2025

Base Paper Title:

Examining Customer Satisfaction Through Transformer-Based Sentiment Analysis for Improving Bilingual E-Commerce Experiences

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: E-commerce & Retail, Marketing & Advertising Tech

Applications: Predictive Analytics, Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, Text Transformer, Ensemble Learning

Wisen Code:DLP-25-0125 Published on: Mar 2025

Base Paper Title:

Using Deep Learning Transformers for Detection of Hedonic Emotional States by Analyzing Eudaimonic Behavior of Online Users

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Healthcare & Clinical AI, Education & EdTech, Marketing & Advertising Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer, Ensemble Learning

Wisen Code:DLP-25-0006 Published on: Mar 2025

Base Paper Title:

Integrating Time Series Anomaly Detection Into DevOps Workflows

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, Ensemble Learning

Wisen Code:DLP-25-0024 Published on: Mar 2025

Base Paper Title:

A Dual-Stream Deep Learning Architecture With Adaptive Random Vector Functional Link for Multi-Center Ischemic Stroke Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0137 Published on: Mar 2025

Base Paper Title:

Vision Transformer-Based Anomaly Detection in Smart Grid Phasor Measurement Units Using Deep Learning Models

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Visual Anomaly Detection

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Anomaly Detection

Algorithms: CNN, Transfer Learning, Vision Transformer

Wisen Code:DLP-25-0120 Published on: Mar 2025

Base Paper Title:

FLaNS: Feature-Label Negative Sampling for Out-of-Distribution Detection

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, Vision Transformer

Wisen Code:DLP-25-0165 Published on: Mar 2025

Base Paper Title:

NDL-Net: A Hybrid Deep Learning Framework for Diagnosing Neonatal Respiratory Distress Syndrome From Chest X-Rays

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0016 Published on: Mar 2025

Base Paper Title:

A Hybrid Deep Learning Approach for Skin Lesion Segmentation With Dual Encoders and Channel-Wise Attention

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN, Vision Transformer, Residual Network

Wisen Code:DLP-25-0055 Published on: Mar 2025

Base Paper Title:

Imposing Correlation Structures for Deep Binaural Spatio-Temporal Wiener Filtering

Data Type: Audio Data

AI/ML/DL Task: None

CV Task: None

NLP Task: None

Audio Task: Speech Enhancement

Industries: Healthcare & Clinical AI

Applications: None

Algorithms: Classical ML Algorithms, RNN/LSTM

Wisen Code:DLP-25-0039 Published on: Mar 2025

Base Paper Title:

FiSC: A Novel Approach for Fitzpatrick Scale-Based Skin Analyzer’s Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, Ensemble Learning

Wisen Code:DLP-25-0156 Published on: Mar 2025

Base Paper Title:

Deep Learning-Based Super-Resolution of Remote Sensing Images for Enhanced Groundwater Quality Assessment and Environmental Monitoring in Urban Areas

Data Type: Multi Modal Data

AI/ML/DL Task: Generative Task

CV Task: Image Super-Resolution

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0197 Combo Offer

Published on: Mar 2025

Base Paper Title:

NeuroFuzDetect–A Neural and Fuzzy Inference System for Fake News Classification

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Government & Public Services

Applications:

Algorithms: Classical ML Algorithms, RNN/LSTM

Wisen Code:DLP-25-0045 Published on: Mar 2025

Base Paper Title:

Automatic Brain Tumor Segmentation: Advancing U-Net With ResNet50 Encoder for Precise Medical Image Analysis

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: None

Algorithms: CNN, Transfer Learning, Ensemble Learning

Wisen Code:DLP-25-0127 Published on: Feb 2025

Base Paper Title:

TRUNC: A Transfer Learning Unsupervised Network for Data Clustering

Data Type: Tabular Data

AI/ML/DL Task: Clustering Task

CV Task: None

NLP Task: None

Audio Task: None

Industries:

Applications:

Algorithms: Deep Neural Networks

Wisen Code:DLP-25-0199 Published on: Feb 2025

Base Paper Title:

EmoNet: Deep Attentional Recurrent CNN for X (Formerly Twitter) Emotion Classification

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Social Media & Communication Platforms, Marketing & Advertising Tech

Applications: None

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0022 Published on: Feb 2025

Base Paper Title:

Enhancing Facial Recognition and Expression Analysis With Unified Zero-Shot and Deep Learning Techniques

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Face Recognition

NLP Task: Zero-Shot Classification

Audio Task: None

Industries: None

Applications: None

Algorithms: CNN, Text Transformer

Wisen Code:DLP-25-0168 Published on: Feb 2025

Base Paper Title:

Enhancing Voice Phishing Detection Using Multilingual Back-Translation and SMOTE: An Empirical Study

Data Type: Audio Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: Audio Classification

Industries: None

Applications: Anomaly Detection

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Ensemble Learning, Deep Neural Networks

Wisen Code:DLP-25-0143 Published on: Feb 2025

Base Paper Title:

SERN-AwGOP: Squeeze-and-Excitation Residual Network With an Attention-Weighted Generalized Operational Perceptron for Atrial Fibrillation Detection

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems, Anomaly Detection

Algorithms: CNN, Residual Network, Deep Neural Networks

Wisen Code:DLP-25-0050 Published on: Feb 2025

Base Paper Title:

YOLORemote: Advancing Remote Sensing Object Detection by Integrating YOLOv8 With the CE-WA-CS Feature Fusion Approach

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: Single Stage Detection

Wisen Code:DLP-25-0002 Published on: Feb 2025

Base Paper Title:

On the Benefit of FMG and EMG Sensor Fusion for Gesture Recognition Using Cross-Subject Validation

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications:

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0005 Published on: Feb 2025

Base Paper Title:

A Transformer-Based Model for State of Charge Estimation of Electric Vehicle Batteries

Data Type: Tabular Data

AI/ML/DL Task: Regression Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0187 Published on: Feb 2025

Base Paper Title:

Optimizing Pre-Trained Code Embeddings With Triplet Loss for Code Smell Detection

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: None

Applications:

Algorithms: Text Transformer

Wisen Code:DLP-25-0146 Published on: Feb 2025

Base Paper Title:

Optimizing Crop Recommendations With Improved Deep Belief Networks: A Multimodal Approach

Data Type: Multi Modal Data

AI/ML/DL Task: Recommendation Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications: Predictive Analytics, Decision Support Systems, Recommendation Systems

Algorithms: AlgorithmArchitectureOthers

Wisen Code:DLP-25-0130 Published on: Feb 2025

Base Paper Title:

A Hyperspectral Classification Method Based on Deep Learning and Dimension Reduction for Ground Environmental Monitoring

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Environmental & Sustainability

Applications:

Algorithms: CNN

Wisen Code:DLP-25-0138 Published on: Feb 2025

Base Paper Title:

Dual-Scale Complementary Spatial-Spectral Joint Model for Hyperspectral Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Smart Cities & Infrastructure, Agriculture & Food Tech, Environmental & Sustainability

Applications: Remote Sensing

Algorithms: Classical ML Algorithms, Statistical Algorithms

Wisen Code:DLP-25-0176 Published on: Feb 2025

Base Paper Title:

Adversarial Domain Adaptation-Based EEG Emotion Transfer Recognition

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications:

Algorithms: GAN, CNN, Transfer Learning, Deep Neural Networks

Wisen Code:DLP-25-0078 Published on: Feb 2025

Base Paper Title:

A Sensory Glove With a Limited Number of Sensors for Recognition of the Finger Alphabet of Polish Sign Language

Data Type: Video Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications:

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN

Wisen Code:DLP-25-0018 Published on: Feb 2025

Base Paper Title:

Predicting Ultra-Short-Term Wind Power Combinations Under Extreme Weather Conditions

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Environmental & Sustainability

Applications: Predictive Analytics

Algorithms: Classical ML Algorithms, RNN/LSTM, GAN

Wisen Code:DLP-25-0059 Published on: Feb 2025

Base Paper Title:

An Auto-Annotation Approach for Object Detection and Depth-Based Distance Estimation in Security and Surveillance Systems

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: Government & Public Services

Applications: None

Algorithms: Single Stage Detection

Wisen Code:DLP-25-0155 Published on: Feb 2025

Base Paper Title:

Analysis of Near-Fall Detection Method Utilizing Dynamic Motion Images and Transfer Learning

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: Decision Support Systems, Anomaly Detection

Algorithms: Classical ML Algorithms, CNN, Ensemble Learning

Wisen Code:DLP-25-0177 Published on: Feb 2025

Base Paper Title:

Headline-Guided Extractive Summarization for Thai News Articles

Data Type: Text Data

AI/ML/DL Task: None

CV Task: None

NLP Task: Summarization

Audio Task: None

Industries: Media & Entertainment

Applications: Information Retrieval

Algorithms: RNN/LSTM, Text Transformer

Wisen Code:DLP-25-0029 Published on: Feb 2025

Base Paper Title:

Boosting Cervical Cancer Prediction Leveraging a Hybrid FT-Transformer Model

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN, Deep Neural Networks

Wisen Code:DLP-25-0058 Published on: Feb 2025

Base Paper Title:

Reconstruction and Classification of Brain Strokes Using Deep Learning-Based Microwave Imaging

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: CNN

Wisen Code:DLP-25-0122 Published on: Feb 2025

Base Paper Title:

EEG Transformer for Classifying Students’ Epistemic Cognition States in Educational Contexts

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Education & EdTech

Applications:

Algorithms: Text Transformer

Wisen Code:DLP-25-0074 Published on: Jan 2025

Base Paper Title:

Ultra-Short-Term Wind Power Forecasting Based on DT-DSCTransformer Model

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: RNN/LSTM

Wisen Code:DLP-25-0161 Published on: Jan 2025

Base Paper Title:

Robustifying Routers Against Input Perturbations for Sparse Mixture-of-Experts Vision Transformers

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Vision Transformer

Wisen Code:DLP-25-0184 Combo Offer

Published on: Jan 2025

Base Paper Title:

A Novel Hybrid GCN-LSTM Algorithm for Energy Stock Price Prediction: Leveraging Temporal Dynamics and Inter-Stock Relationships

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech, Finance & FinTech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, Graph Neural Networks

Wisen Code:DLP-25-0114 Published on: Jan 2025

Base Paper Title:

Drawing-Aware Parkinson’s Disease Detection Through Hierarchical Deep Learning Models

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0032 Published on: Jan 2025

Base Paper Title:

A Generalized Zero-Shot Deep Learning Classifier for Emotion Recognition Using Facial Expression Images

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: Zero-Shot Classification

Audio Task: None

Industries: None

Applications:

Algorithms: Classical ML Algorithms, CNN

Wisen Code:DLP-25-0154 Published on: Jan 2025

Base Paper Title:

Tuberculosis Lesion Segmentation Improvement in X-Ray Images Using Contextual Background Label

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Image Segmentation

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI

Applications: None

Algorithms: CNN

Wisen Code:DLP-25-0019 Published on: Jan 2025

Base Paper Title:

Robust and Sparse Kernel-Free Quadratic Surface LSR via L2,p-Norm With Feature Selection for Multi-Class Image Classification

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: Image Classification

NLP Task: None

Audio Task: None

Industries: None

Applications: None

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0040 Published on: Jan 2025

Base Paper Title:

Remote Epilepsy Monitoring: Signal Quality and Reliability Comparative Analysis

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms

Wisen Code:DLP-25-0038 Published on: Jan 2025

Base Paper Title:

XCF-LSTMSATNet: A Classification Approach for EEG Signals Evoked by Dynamic Random Dot Stereograms

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics

Applications: Decision Support Systems

Algorithms: RNN/LSTM, CNN, Ensemble Learning

Wisen Code:DLP-25-0095 Published on: Jan 2025

Base Paper Title:

Smart Farming: Enhancing Urban Agriculture Through Predictive Analytics and Resource Optimization

Data Type: Image Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Agriculture & Food Tech

Applications: Predictive Analytics

Algorithms: CNN

Wisen Code:DLP-25-0082 Published on: Jan 2025

Base Paper Title:

Leveraging Multilingual Transformer for Multiclass Sentiment Analysis in Code-Mixed Data of Low-Resource Languages

Data Type: Text Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: Text Classification

Audio Task: None

Industries: Healthcare & Clinical AI, E-commerce & Retail, Education & EdTech

Applications: Decision Support Systems

Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer

Wisen Code:DLP-25-0026 Published on: Jan 2025

Base Paper Title:

Few-Shot Object Detection in Remote Sensing: Mitigating Label Inconsistencies and Navigating Category Variations

Data Type: Image Data

AI/ML/DL Task: None

CV Task: Object Detection

NLP Task: None

Audio Task: None

Industries: None

Applications: Remote Sensing

Algorithms: Two Stage Detection, CNN, Transfer Learning, Residual Network

Wisen Code:DLP-25-0145 Published on: Jan 2025

Base Paper Title:

A Novel Approach to Faster Convergence and Improved Accuracy in Deep Learning-Based Electrical Energy Consumption Forecast Models for Large Consumer Groups

Data Type: Tabular Data

AI/ML/DL Task: Time Series Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: Energy & Utilities Tech

Applications: Predictive Analytics

Algorithms: RNN/LSTM, CNN

Wisen Code:DLP-25-0158 Published on: Jan 2025

Base Paper Title:

Asynchronous Real-Time Federated Learning for Anomaly Detection in Microservice Cloud Applications

Data Type: Tabular Data

AI/ML/DL Task: Classification Task

CV Task: None

NLP Task: None

Audio Task: None

Industries: None

Applications: Anomaly Detection

Algorithms: Graph Neural Networks

IEEE Deep Learning Projects for ECE - Key Algorithms Used

Vision Transformer (ViT, 2020):

Vision Transformer processes images as sequences of patches using self-attention to model global dependencies. Deep learning projects for ECE apply ViT for representation learning and analytical image understanding in simulation environments.

Evaluation focuses on attention stability, convergence behavior, and accuracy across benchmark datasets under IEEE validation protocols.

Swin Transformer (2021):

Swin Transformer introduces hierarchical feature extraction using shifted window attention for scalable deep learning. ECE projects adopt this model for multi-scale image and feature analysis tasks.

Validation emphasizes computational efficiency, feature consistency, and robustness under controlled experimentation.

Masked Autoencoders (MAE, 2021):

Masked Autoencoders learn representations by reconstructing masked input data, enabling self-supervised deep learning. ECE-oriented projects use MAE for feature learning and analytical reconstruction studies.

Evaluation focuses on reconstruction quality, generalization capability, and stability across datasets.

Diffusion Models for Deep Learning (2022):

Diffusion-based deep learning models generate data through iterative denoising processes. ECE projects apply these models for deep generative analysis and enhancement simulations.

Validation includes convergence stability, fidelity metrics, and numerical consistency.

ConvNeXt (2022):

ConvNeXt modernizes convolutional architectures using transformer-inspired design principles. Deep learning projects for ECE use ConvNeXt for efficient feature extraction and analysis.

Evaluation emphasizes accuracy, training stability, and benchmark performance.

IEEE Deep Learning Projects for ECE - Wisen TMER-V Methodology

T — Task What primary task (& extensions, if any) does the IEEE journal address?

Define deep learning problem statements focused on analytical modeling of image, signal, and data representations.
Formulate objectives for classification, prediction, representation learning, and pattern analysis using software-based environments.

Neural representation learning
Pattern recognition and prediction
Simulation-driven problem formulation

M — Method What IEEE base paper algorithm(s) or architectures are used to solve the task?

Adopt IEEE-aligned deep learning methodologies widely used across recent domain-level research.
Implement neural architectures as reproducible software pipelines using controlled experimentation.

Transformer-based neural models
Self-supervised and contrastive learning
Deep generative modeling approaches

E — Enhancement What enhancements are proposed to improve upon the base paper algorithm?

Improve learning performance through architectural refinement and optimization strategies.
Enhance robustness, generalization, and convergence behavior using evaluation-driven techniques.

Hyperparameter optimization
Regularization and normalization strategies
Training stability enhancement

R — Results Why do the enhancements perform better than the base paper algorithm?

Demonstrate consistent improvements in accuracy, representation quality, and analytical performance.
Present results across multiple datasets to ensure generalization and stability.

Improved predictive accuracy
Stable convergence trends
Robust representation learning

V — Validation How are the enhancements scientifically validated?

Validate deep learning systems using standardized IEEE evaluation methodologies.
Ensure reproducibility and benchmark-driven comparison across experiments.

Benchmark dataset evaluation
Convergence and robustness analysis
Reproducibility verification

AI Based Deep Learning Projects for ECE - Software Tools and Libraries

PyTorch:

PyTorch is widely used for building and analyzing deep learning models due to its dynamic computation graph and flexibility. Deep learning projects for ECE students rely on PyTorch for simulation-based experimentation with neural architectures.

Evaluation emphasizes training stability, gradient behavior, and reproducibility across benchmark datasets.

TensorFlow:

TensorFlow supports scalable training and validation of deep learning systems in controlled software environments. ECE projects use TensorFlow to design structured neural pipelines and conduct performance benchmarking.

Validation focuses on convergence reliability, numerical consistency, and metric-driven evaluation.

Keras:

Keras provides a high-level interface for rapid prototyping of deep learning models. Deep learning final year projects for ECE use Keras for architectural comparison and experimentation.

Evaluation emphasizes consistency of results and ease of reproducible experimentation.

NumPy and SciPy:

NumPy and SciPy support numerical computation, matrix operations, and data preprocessing for deep learning analysis. ECE projects depend on these libraries for analytical correctness.

Validation focuses on numerical stability and simulation accuracy.

MATLAB Deep Learning Toolbox:

MATLAB offers a controlled simulation environment for deep learning experimentation and verification. ECE projects use it for comparative evaluation and analytical validation.

Evaluation emphasizes numerical precision and reproducibility.

Deep Learning Projects for ECE Students - Software Based Applications

Image Classification and Analysis:

Deep learning systems classify and analyze images using learned representations. ECE projects evaluate classification pipelines through simulation-driven experiments.

Validation focuses on accuracy, robustness, and convergence metrics.

Signal Pattern Recognition:

Neural models identify patterns within signal-derived datasets using deep architectures. Deep learning projects for ECE analyze recognition consistency.

Evaluation emphasizes precision and stability across datasets.

Feature Learning Systems:

Deep models learn hierarchical features for analytical tasks. ECE projects simulate feature extraction pipelines.

Validation includes generalization capability and reproducibility.

Sequence Modeling and Temporal Analysis:

Deep learning systems model sequential data for analytical interpretation. ECE projects study temporal consistency and learning dynamics.

Evaluation focuses on sequence coherence and convergence behavior.

Synthetic Data Generation for Analysis:

Deep generative models produce synthetic datasets for controlled experimentation. ECE projects analyze statistical alignment and data fidelity.

Validation emphasizes realism metrics and distribution consistency.

Deep Learning Projects for ECE Students - Conceptual Foundations

Conceptually, deep learning projects for ECE students are grounded in neural computation, representation learning, and mathematical optimization implemented entirely through software-based systems. The focus is on how neural networks learn complex data distributions from images, signals, and analytical datasets.

From a system perspective, these projects emphasize reproducible experimentation, evaluation metrics, and convergence analysis aligned with IEEE research standards. Conceptual clarity is achieved through simulation-driven validation rather than physical deployment.

Closely related ECE software domains that complement deep learning system design include Image Processing Projects for ECE, Machine Learning Projects for ECE Students, and Networking Projects for ECE Students.

Deep Learning Projects for ECE Students - Why Choose This Domain

Deep Learning Projects for ECE Students are software-only analytical systems that align with the mathematical, modeling, and evaluation-oriented foundations of Electronics and Communication Engineering.

✓

Strong IEEE Research Alignment

Deep learning is extensively supported by IEEE research with standardized architectures, datasets, and evaluation methodologies.

✓

Pure Software and Simulation Focus

All projects are implemented using simulation-based software pipelines without reliance on hardware platforms.

✓

High Analytical and Mathematical Depth

The domain emphasizes optimization, representation learning, and convergence analysis.

✓

Cross-Domain ECE Relevance

Deep learning integrates naturally with image processing, signal analysis, and data modeling domains.

✓

Long-Term Research and Career Continuity

Projects provide a strong foundation for research-oriented and analytical engineering roles.

Deep Learning Projects for ECE Students - IEEE Research Areas

Transformer-Based Neural Architectures:

Research investigates attention-driven models for representation learning. IEEE studies emphasize scalability and performance consistency.

Validation focuses on benchmark accuracy and reproducibility.

Self-Supervised Deep Learning Systems:

This area studies learning without labeled data. IEEE research emphasizes robustness and generalization.

Evaluation centers on transfer performance metrics.

Diffusion-Based Deep Models:

Research explores iterative generative neural processes. IEEE publications analyze convergence stability.

Validation emphasizes fidelity and robustness.

Optimization and Training Dynamics:

This research area focuses on gradient behavior and convergence properties. IEEE studies emphasize analytical evaluation.

Validation focuses on stability metrics.

Evaluation-Centric Deep Learning Pipelines:

Research embeds evaluation mechanisms within learning systems. IEEE studies emphasize reproducibility.

Validation relies on standardized benchmarks.

Deep Learning Projects for ECE Students - Career Outcomes

Deep Learning Research Engineer:

This role focuses on designing and evaluating neural models in software environments. ECE graduates work on simulation-driven analytical systems.

Career growth emphasizes research rigor and methodological accuracy.

AI Simulation Engineer:

This role builds and validates simulation-based deep learning systems. ECE projects provide strong alignment.

Career progression emphasizes evaluation and modeling precision.

Applied AI Engineer:

This role applies deep learning models to analytical problem-solving tasks.

Career outcomes focus on performance benchmarking.

Neural Systems Analyst:

This role evaluates neural architectures and training behavior.

Career growth emphasizes reproducibility and convergence analysis.

Research-Oriented Data Analyst:

This role bridges data analysis and deep learning research.

Career outcomes emphasize analytical rigor and research continuity.

Deep Learning Projects for ECE Students - FAQ

What are some good project ideas in IEEE Deep Learning Domain Projects for a final-year student?

IEEE deep learning domain projects focus on software-based neural modeling, representation learning, and evaluation-centric simulation pipelines applied to signal, image, and analytical datasets.

What are trending deep learning final year projects?

Trending deep learning final year projects emphasize transformer architectures, self-supervised learning, and evaluation-driven neural pipelines aligned with IEEE methodologies.

What are top deep learning projects in 2026?

Top deep learning projects in 2026 focus on large-scale neural models, representation learning systems, and benchmark-driven experimentation.

Is the deep learning domain suitable or best for final-year projects?

The deep learning domain is suitable for final-year projects due to its strong IEEE research base, software-centric scope, and well-defined evaluation metrics.

Do you provide a combo offer for deep learning projects?

Yes, a combined package is available that includes project implementation support, documentation guidance, and IEEE paper preparation assistance.

Which deep learning architectures are commonly used in IEEE ECE projects?

IEEE ECE-oriented deep learning projects commonly use convolutional networks, transformer-based models, and self-supervised architectures implemented through software simulation pipelines.

How are deep learning systems evaluated in IEEE research?

Evaluation emphasizes accuracy metrics, convergence analysis, robustness testing, and reproducibility using simulation-based experimental setups.

Are deep learning projects for ECE fully software-based?

Yes, ECE deep learning projects are implemented as fully software-based systems focusing on neural modeling, simulation, and analytical validation without hardware dependency.

What type of datasets are used for deep learning projects in ECE?

Datasets typically include signal representations, image benchmarks, and analytical datasets suitable for neural network experimentation and evaluation.

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