Anomaly Detection Projects For Final Year - IEEE Domain Overview
Anomaly detection focuses on identifying rare, irregular, or unexpected patterns that deviate significantly from normal data behavior. IEEE research treats anomaly detection as a critical analytical capability across diverse data distributions, emphasizing probabilistic modeling, deviation scoring, and statistical robustness rather than rule-based identification.
In Anomaly Detection Projects For Final Year, IEEE-aligned studies emphasize evaluation-driven anomaly formulation, threshold calibration strategies, and stability analysis under class imbalance conditions. Research implementations prioritize reproducible experimentation, benchmark-based validation, and controlled false alarm analysis to ensure reliable and research-grade anomaly identification.
IEEE Anomaly Detection Projects -IEEE 2026 Titles
Wisen Code:DLP-25-0211
Published on: Nov 2025
Published on: Nov 2025Base 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-25-0210 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:GAI-25-0035 Published on: Nov 2025
Base Paper Title:
Prompt Engineering-Based Network Intrusion Detection System
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: Text Transformer, Deep Neural Networks
Wisen Code:MAC-25-0068 Published on: Nov 2025
Base Paper Title:
Diagnosis and Protection of Ground Fault in Electrical Systems: A Comprehensive Analysis
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Automotive
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, 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:CLS-25-0020 Published on: Oct 2025
Base Paper Title:
Holistic Cyber Risk Assessment in the Cloud Continuum: A Multi-Layer, Multi-Domain Approach
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: AlgorithmArchitectureOthers
Wisen Code:IMP-25-0114 Published on: Oct 2025
Base Paper Title:
A Tile Surface Defect Detection Algorithm Based on Improved YOLO11
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:BIG-25-0029 Published on: Oct 2025
Base Paper Title:
Explainable Artificial Intelligence for Time Series Using Attention Mechanism: Application to Wind Turbine Fault Detection
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: Classical ML Algorithms
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:DAS-25-0020 Published on: Oct 2025
Base Paper Title:
Multimodal Outlier Optimizer for Textual, Numeric, and Image Data
Data Type: Multi Modal Data
AI/ML/DL Task: None
CV Task: Visual Anomaly Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Telecommunications
Applications: Remote Sensing, Surveillance, Anomaly Detection
Algorithms: Classical ML Algorithms, Statistical Algorithms
Wisen Code:NWS-25-0009 Published on: Oct 2025
Base Paper Title:
GeoGuard: A Hybrid Deep Learning Intrusion Detection System With Integrated Geo-Intelligence and Contextual Awareness
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: RNN/LSTM, CNN, Ensemble Learning
Wisen Code:CLS-25-0021 Published on: Oct 2025
Base Paper Title:
Noise-Augmented Transferability: A Low-Query-Budget Transfer Attack on Android Malware Detectors
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: Classical ML Algorithms, GAN, CNN, Evolutionary Algorithms, Residual Network, Ensemble Learning, Deep Neural Networks
Wisen Code:CYS-25-0029 Published on: Oct 2025
Base Paper Title:
Enhancing the Survivability of Power Systems With Grid-Edge DERs Against DoS Attacks
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Telecommunications
Applications: Decision Support Systems, Anomaly Detection, Wireless Communication
Algorithms: Convex Optimization
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:IMP-25-0224 Published on: Oct 2025
Base Paper Title:
Spatial–Temporal Feature Interaction and Multiscale Frequency-Domain 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: Anomaly Detection
Algorithms: CNN, Vision Transformer
Wisen Code:CYS-25-0022 Published on: Oct 2025
Base Paper Title:
A Self-Adaptive Intrusion Detection System for Zero-Day Attacks Using Deep Q-Networks
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: Reinforcement Learning
Wisen Code:IMP-25-0197 Published on: Sept 2025
Base Paper Title:
Encouraging Discriminative Attention Through Contrastive Explainability Learning for Lung Cancer Diagnosis
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, Anomaly Detection
Algorithms: CNN
Wisen Code:CYS-25-0020 Published on: Sept 2025
Base Paper Title:
Intelligent Intrusion Detection Mechanism for Cyber Attacks in Digital Substations
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: Classical ML Algorithms, Ensemble Learning
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:MAC-25-0047 Published on: Sept 2025
Base Paper Title:
Intelligent Warehousing: A Machine Learning and IoT Framework for Precision Inventory Optimization
Data Type: Tabular Data
AI/ML/DL Task: Regression Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, E-commerce & Retail, Logistics & Supply Chain
Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection
Algorithms: Classical ML Algorithms, Reinforcement Learning, Ensemble Learning
Wisen Code:CLS-25-0007 Published on: Sept 2025
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: Classical ML Algorithms, Statistical Algorithms
Wisen Code:CYS-25-0044 Published on: Sept 2025
Base Paper Title:
Beekeeper: Accelerating Honeypot Analysis With LLM-Driven Feedback
Data Type: Text Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Text Transformer
Wisen Code:CYS-25-0001 Published on: Sept 2025
Base Paper Title:
Enhancing Remaining Useful Life Prediction Against Adversarial Attacks: An Active Learning Approach
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, Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:IMP-25-0312 Published on: Sept 2025
Base Paper Title:
Anomaly Detection and Segmentation in Carotid Ultrasound Images Using Hybrid Stable AnoGAN
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Image Segmentation
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI
Applications: Anomaly Detection
Algorithms: GAN, CNN, Variational Autoencoders, Autoencoders, Residual Network
Wisen Code:BIG-25-0011 Published on: Sept 2025
Base Paper Title:
Semi-Supervised Prefix Tuning of Large Language Models for Industrial Fault Diagnosis with Big Data
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: Anomaly Detection
Algorithms: Classical ML Algorithms, Text Transformer
Wisen Code:BIG-25-0019 Published on: Sept 2025
Base Paper Title:
Optimized Hybrid Framework Versus Spark and Hadoop: Performance Analysis for Big Data Applications in Vehicular Engine Systems
Data Type: Tabular Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Logistics & Supply Chain, Automotive
Applications: Predictive Analytics, Anomaly Detection
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:GAI-25-0024 Published on: Sept 2025
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN, Vision Transformer, Deep Neural Networks
Wisen Code:CYS-25-0038 Published on: Sept 2025
Base Paper Title:
Enhancing Dynamic Malware Behavior Analysis Through Novel Windows Events With Machine Learning
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: Classical ML Algorithms, Ensemble Learning, Deep Neural Networks
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:BLC-25-0023 Published on: Aug 2025
Base Paper Title:
Empowering P2P Energy Networks: A Blockchain-Based Multi-Parameter Reputation Management System for Grid Enhancement
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Smart Cities & Infrastructure
Applications: Decision Support Systems, Anomaly Detection
Algorithms: Statistical Algorithms
Wisen Code:CYS-25-0023 Published on: Aug 2025
Base Paper Title:
SB-Net: A Novel Spam Botnet Detection Scheme With Two-Stage Cascade Learner and Ensemble Feature Selection
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: Ensemble Learning
Wisen Code:NWS-25-0015 Published on: Aug 2025
Base Paper Title:
Spectrum Anomaly Detection Using Deep Neural Networks: A Wireless Signal Perspective
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: CNN, Residual Network, Deep Neural Networks
Wisen Code:IMP-25-0241 Published on: Aug 2025
Base Paper Title:
Enhancing Worker Safety at Heights: A Deep Learning Model for Detecting Helmets and Harnesses Using DETR Architecture
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries:
Applications: Surveillance, Anomaly Detection
Algorithms: CNN, Vision Transformer
Wisen Code:CYS-25-0045 Published on: Aug 2025
Base Paper Title:
A CUDA-Accelerated Hybrid CNN-DNN Approach for Multi-Class Malware Detection in IoT Networks
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: RNN/LSTM, CNN, Deep Neural Networks
Wisen Code:MAC-25-0040 Published on: Aug 2025
Base Paper Title:
Smarter Root Cause Analysis: Enhancing BARO With Outlier Filtering and Ranking Refinement
Data Type: Tabular Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Statistical Algorithms
Wisen Code:NWS-25-0005 Published on: Aug 2025
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: Classical ML Algorithms, RNN/LSTM, Ensemble Learning
Wisen Code:NWS-25-0022 Published on: Aug 2025
Base Paper Title:
Securing 5G and Beyond-Enabled UAV Links: Resilience Through Multiagent Learning and Transformers Detection
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection, Wireless Communication
Algorithms: Reinforcement Learning, Text Transformer
Wisen Code:IMP-25-0138 Published on: Aug 2025
Base Paper Title:
YOLOv8n-GSE: Efficient Steel Surface Defect Detection Method
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN, Transfer Learning
Wisen Code:DLP-25-0189 Published on: Aug 2025
Published on: Aug 2025Base 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:CYS-25-0034 Published on: Aug 2025
Base Paper Title:
Machine Learning for Early Detection of Phishing URLs in Parked Domains: An Approach Applied to a Financial Institution
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: Text Classification
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0041 Published on: Aug 2025
Base Paper Title:
CAXF-LCCDE: An Enhanced Feature Extraction and Ensemble Learning Model for XSS Detection
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: Text Classification
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0006 Published on: Aug 2025
Base Paper Title:
ShellBox: Adversarially Enhanced LLM-Interactive Honeypot Framework
Data Type: Text Data
AI/ML/DL Task: Generative Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Chatbots & Conversational AI, Anomaly Detection
Algorithms: Text Transformer
Wisen Code:CLS-25-0019 Published on: Aug 2025
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Smart Cities & Infrastructure, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Transfer Learning, Text Transformer
Wisen Code:IMP-25-0310 Published on: Aug 2025
Base Paper Title:
SAFH-Net: A Hybrid Network With Shuffle Attention and Adaptive Feature Fusion for Enhanced Retinal Vessel Segmentation
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, Anomaly Detection
Algorithms: CNN, Vision Transformer, Residual Network
Wisen Code:BLC-25-0027 Published on: Aug 2025
Base Paper Title:
A Cyber Secure and Scalable Blockchain-Based Framework for Monitoring and Controlling Distributed Energy Resources
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Telecommunications
Applications: Decision Support Systems, Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:IMP-25-0088 Published on: Aug 2025
Base Paper Title:
Self Attention GAN and SWIN Transformer-Based Pothole Detection With Trust Region-Based LSM and Hough Line Transform for 2D to 3D Conversion
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Automotive
Applications: Surveillance, Anomaly Detection
Algorithms: Single Stage Detection, GAN, Vision Transformer, Convex Optimization
Wisen Code:MAC-25-0066 Published on: Aug 2025
Data Type: Tabular Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI, Finance & FinTech
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Statistical Algorithms
Wisen Code:IMP-25-0232 Published on: Jul 2025
Base Paper Title:
Using Variational Autoencoders for Out of Distribution Detection in Histological Multiple Instance 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: Anomaly Detection
Algorithms: Variational Autoencoders, Autoencoders
Wisen Code:BIG-25-0009 Published on: Jul 2025
Base Paper Title:
Comparing Machine Learning-Based Crime Hotspots Versus Police Districts: What’s the Best Approach for Crime Forecasting?
Data Type: Tabular Data
AI/ML/DL Task: Regression Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Government & Public Services, Smart Cities & Infrastructure
Applications: Predictive Analytics, Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:NWS-25-0024 Published on: Jul 2025
Base Paper Title:
Federated Learning for Distributed IoT Security: A Privacy-Preserving Approach to Intrusion Detection
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Finance & FinTech, Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: Ensemble Learning
Wisen Code:IMP-25-0097 Published on: Jul 2025
Base Paper Title:
Data Quality Analyses for Automatic Aerial Thermography Inspection of PV Power Plants
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Visual Anomaly Detection
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech
Applications: Anomaly Detection
Algorithms: Single Stage Detection
Wisen Code:IMP-25-0043 Published on: Jul 2025
Base Paper Title:
YOLOv5-MDS: Target Detection Model for PCB Defect Inspection Based on YOLOv5 Integrated With Mamba Architecture
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:INS-25-0010 Published on: Jul 2025
Base Paper Title:
A Trust-By-Learning Framework for Secure 6G Wireless Networks Under Native Generative AI Attacks
Data Type: None
AI/ML/DL Task: Generative Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection, Wireless Communication
Algorithms: RNN/LSTM, GAN, Reinforcement Learning, Variational Autoencoders, Autoencoders
Wisen Code:IMP-25-0140 Published on: Jul 2025
Base Paper Title:
Brain-Shapelet: A Framework for Capturing Instantaneous Abnormalities in Brain Activity for Autism Spectrum Disorder Diagnosis
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, Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:CYS-25-0033 Published on: Jul 2025
Base Paper Title:
CAN-GraphiT: A Graph-Based IDS for CAN Networks Using Transformer
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: Text Transformer, Graph Neural Networks
Wisen Code:INS-25-0015 Published on: Jul 2025
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance, E-commerce & Retail
Applications: Predictive Analytics, Anomaly Detection
Algorithms: Classical ML Algorithms, RNN/LSTM, GAN
Wisen Code:NWS-25-0004 Published on: Jul 2025
Base Paper Title:
Enhancing MANET Security Through Long Short-Term Memory-Based Trust Prediction in Location-Aided Routing Protocols
Data Type: Tabular Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Government & Public Services, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: RNN/LSTM
Wisen Code:DAS-25-0013 Published on: Jul 2025
Base Paper Title:
DriftShield: Autonomous Fraud Detection via Actor-Critic Reinforcement Learning With Dynamic Feature Reweighting
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech
Applications: Anomaly Detection
Algorithms: Reinforcement Learning
Wisen Code:NWS-25-0031 Published on: Jul 2025
Base Paper Title:
A Novel SHiP Vector Machine for Network Intrusion Detection
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: Classical ML Algorithms
Wisen Code:AND-25-0002 Published on: Jul 2025
Base Paper Title:
Machine Learning Model for Road Anomaly Detection Using Smartphone Accelerometer Data
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: CNN
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:DAS-25-0010 Published on: Jul 2025
Base Paper Title:
Deep Neural Networks in Smart Grid Digital Twins: Evolution, Challenges, and Future Outlooks
Data Type: Tabular Data
AI/ML/DL Task: Regression Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech
Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:NET-25-0036 Published on: Jul 2025
Base Paper Title:
Machine Learning Aided Resilient Spectrum Surveillance for Cognitive Tactical Wireless Networks: Design and Proof-of-Concept
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries:
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, CNN, Autoencoders
Wisen Code:MAC-25-0031 Published on: Jul 2025
Base Paper Title:
Multi-Modal Feature Set-Based Detection of Freezing of Gait in Parkinson’s Disease Patients Using SVM
Data Type: Multi Modal Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:IMP-25-0314 Published on: Jul 2025
Base Paper Title:
Transformer-Guided Serial Knowledge Distillation for High-Precision Anomaly Detection
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, Healthcare & Clinical AI, Biomedical & Bioinformatics
Applications: Anomaly Detection
Algorithms: CNN, Transfer Learning, Autoencoders, Vision Transformer
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:CLC-25-0022 Published on: Jun 2025
Base Paper Title:
Cache Contention Aware Virtual Machine Placement and Mitigation Using Adaptive ABC Algorithm
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:CYS-25-0036 Published on: Jun 2025
Base Paper Title:
Integrating Sociocultural Intelligence Into Cybersecurity: A LESCANT-Based Approach for Phishing and Social Engineering Detection
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Text Transformer
Wisen Code:MAC-25-0012 Published on: Jun 2025
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance
Applications: Anomaly Detection
Algorithms: RNN/LSTM, CNN
Wisen Code:BLC-25-0022 Published on: Jun 2025
Base Paper Title:
BEATS: Practical Audit Trail in Blockchain Systems
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Government & Public Services, E-commerce & Retail
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
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:MAC-25-0021 Published on: Jun 2025
Base Paper Title:
Credibility-Adjusted Data-Conscious Clustering Method for Robust EEG Signal Analysis
Data Type: Tabular Data
AI/ML/DL Task: Clustering Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI, Biomedical & Bioinformatics
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:IOT-25-0001 Published on: Jun 2025
Base Paper Title:
A Novel Hybrid Deep Learning-Based Framework for Intelligent Anomaly Detection in Smart Meters
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, Ensemble Learning
Wisen Code:CYS-25-0032 Published on: Jun 2025
Base Paper Title:
DSEM-NIDS: Enhanced Network Intrusion Detection System Using Deep Stacking Ensemble Model
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: Classical ML Algorithms, Ensemble Learning
Wisen Code:NET-25-0055 Published on: Jun 2025
Base Paper Title:
Hybrid CNN-Ensemble Framework for Intelligent Optical Fiber Fault Detection and Diagnosis
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: CNN, Ensemble Learning
Wisen Code:IMP-25-0227 Published on: Jun 2025
Base Paper Title:
CSCP-YOLO: A Lightweight and Efficient Algorithm for Real-Time Steel Surface Defect Detection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: CNN, Residual Network, Deep Neural Networks
Wisen Code:CLS-25-0014 Published on: Jun 2025
Base Paper Title:
Cybersecurity in Cloud Computing AI-Driven Intrusion Detection and Mitigation Strategies
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: Classical ML Algorithms, RNN/LSTM, CNN, Text Transformer, Graph Neural Networks
Wisen Code:CYS-25-0043 Published on: Jun 2025
Base Paper Title:
OPTISTACK: A Hybrid Ensemble Learning and XAI-Based Approach for Malware Detection in Compressed Files
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: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0039 Published on: Jun 2025
Base Paper Title:
Real-Time Automated Cyber Threat Classification and Emerging Threat Detection Framework
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: Text Classification
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, RNN/LSTM, CNN, Statistical Algorithms, Ensemble Learning
Wisen Code:CYS-25-0047 Published on: Jun 2025
Base Paper Title:
Guaranteed False Data Injection Attack Without Physical Model
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: GAN, Autoencoders
Wisen Code:INS-25-0025 Published on: Jun 2025
Base Paper Title:
A Self-Sovereign Identity-Based Authentication and Reputation Protocol for IoV Applications
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure
Applications: Decision Support Systems, Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:IMP-25-0158 Published on: Jun 2025
Base Paper Title:
An Improved Fault Diagnosis Strategy for Induction Motors Using Weighted Probability Ensemble Deep Learning
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: Predictive Analytics, Anomaly Detection
Algorithms: CNN, Ensemble Learning
Wisen Code:CYS-25-0003 Published on: Jun 2025
Base Paper Title:
MalPacDetector: An LLM-Based Malicious NPM Package Detector
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Text Transformer
Wisen Code:IMP-25-0204 Published on: Jun 2025
Base Paper Title:
Attention-Enhanced CNN for High-Performance Deepfake Detection: A Multi-Dataset Study
Data Type: Image Data
AI/ML/DL Task: Classification Task
CV Task: Image Classification
NLP Task: None
Audio Task: None
Industries: Media & Entertainment, Social Media & Communication Platforms, Government & Public Services
Applications: Anomaly Detection
Algorithms: CNN, Autoencoders, Vision Transformer
Wisen Code:CLS-25-0002 Published on: Jun 2025
Base Paper Title:
SecFedMDM-1: A Federated Learning-Based Malware Detection Model for Interconnected Cloud Infrastructures
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: RNN/LSTM
Wisen Code:BLC-25-0020 Published on: Jun 2025
Base Paper Title:
Toward Compliance and Transparency in Raw Material Sourcing With Blockchain and Edge AI
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Logistics & Supply Chain
Applications: Anomaly Detection
Algorithms: CNN, Autoencoders
Wisen Code:INS-25-0017 Published on: Jun 2025
Base Paper Title:
AGU2-Net: Multi-Scale U2-Net Enhanced by Attention Gate Mechanism for Image Tampering Localization
Data Type: Image Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: CNN, Residual Network
Wisen Code:CYS-25-0046 Published on: Jun 2025
Base Paper Title:
Multi-Tier HetNets With Random DDoS Attacks: Service Probability and User Load Analysis
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: AlgorithmArchitectureOthers
Wisen Code:CYS-25-0052 Published on: Jun 2025
Base Paper Title:
Enhancing the Sustainability of Machine Learning-Based Malware Detection Techniques for Android 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: Classical ML Algorithms, Ensemble Learning
Wisen Code:IOT-25-0002 Published on: Jun 2025
Base Paper Title:
PNet-IDS: A Lightweight and Generalizable Convolutional Neural Network for Intrusion Detection in Internet of Things
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Smart Cities & Infrastructure, Agriculture & Food Tech
Applications: Anomaly Detection
Algorithms: CNN
Wisen Code:NWS-25-0002 Published on: Jun 2025
Base Paper Title:
Spatial-Temporal Cooperative In-Vehicle Network Intrusion Detection Method Based on Federated Learning
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Automotive
Applications: Anomaly Detection
Algorithms: Text Transformer, Autoencoders
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:CLS-25-0013 Published on: May 2025
Base Paper Title:
Cloud-Fog Automation: The New Paradigm Toward Autonomous Industrial Cyber-Physical Systems
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech, Healthcare & Clinical AI, Smart Cities & Infrastructure, Agriculture & Food Tech, Logistics & Supply Chain, Automotive, Telecommunications
Applications: Robotics, Predictive Analytics, Decision Support Systems, Anomaly Detection, Wireless Communication
Algorithms: Reinforcement Learning, Text Transformer, Statistical Algorithms, Deep Neural Networks, Graph Neural Networks
Wisen Code:DAS-25-0022 Published on: May 2025
Base Paper Title:
A Deep Learning Approach for Fault Detection and Localization in MT-VSC-HVDC System Utilizing Wavelet Scattering Transform
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: RNN/LSTM
Wisen Code:IMP-25-0111 Published on: May 2025
Base Paper Title:
Computationally Enhanced UAV-Based Real-Time Pothole Detection Using YOLOv7-C3ECA-DSA Algorithm
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Logistics & Supply Chain
Applications: Decision Support Systems, Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:MAC-25-0051 Published on: May 2025
Base Paper Title:
Outlier Traffic Flow Detection and Pattern Analysis Under Unplanned Disruptions: A Low-Rank Robust Decomposition Model
Data Type: Tabular Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Logistics & Supply Chain
Applications: Anomaly Detection
Algorithms: Statistical Algorithms, Convex Optimization
Wisen Code:IMP-25-0238 Published on: May 2025
Base Paper Title:
The Application of Kalman Filter Algorithm in Rail Transit Signal Safety Detection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Telecommunications
Applications: Surveillance, Anomaly Detection, Wireless Communication
Algorithms: Single Stage Detection, CNN, Statistical Algorithms, Deep Neural Networks
Wisen Code:CLS-25-0010 Published on: May 2025
Base Paper Title:
Bambda: A Real-Time Verification Framework for Serverless Computing
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
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-25-0100 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:IMP-25-0233 Published on: May 2025
Base Paper Title:
Enhancing Fabric Defect Detection With Attention Mechanisms and Optimized YOLOv8 Framework
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
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:IMP-25-0041 Published on: May 2025
Base Paper Title:
Defect Detection Algorithm for Electrical Substation Equipment Based on Improved YOLOv10n
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Smart Cities & Infrastructure
Applications: Predictive Analytics, Surveillance, Anomaly Detection
Algorithms: CNN, Residual Network, Deep Neural Networks
Wisen Code:GAI-25-0012 Published on: May 2025
Base Paper Title:
Anomaly-Focused Augmentation Method for Industrial Visual Inspection
Data Type: Image Data
AI/ML/DL Task: Generative Task
CV Task: Image Augmentation
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: GAN, CNN
Wisen Code:DAS-25-0004 Published on: May 2025
Base Paper Title:
An Integrated Preprocessing and Drift Detection Approach With Adaptive Windowing for Fraud Detection in Payment Systems
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance
Applications: Anomaly Detection
Algorithms: CNN
Wisen Code:NWS-25-0030 Published on: May 2025
Base Paper Title:
IoT Device Identification Techniques: A Comparative Analysis for Security Practitioners
Data Type: None
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Telecommunications
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:INS-25-0035 Published on: May 2025
Base Paper Title:
GNSTAM: Integrating Graph Networks With Spatial and Temporal Signature Analysis for Enhanced Android Malware Detection
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: GAN, Reinforcement Learning, Text Transformer, Statistical Algorithms, Graph Neural Networks
Wisen Code:NWS-25-0021 Published on: May 2025
Base Paper Title:
Compressed Speech Steganalysis Through Deep Feature Extraction Using 3D Convolution and Bi-LSTM
Data Type: Audio Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: Audio Classification
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: RNN/LSTM, CNN
Wisen Code:CYS-25-0011 Published on: May 2025
Base Paper Title:
Deepfake Detection Using Spatio-Temporal-Structural Anomaly Learning and Fuzzy System-Based Decision Fusion
Data Type: Video Data
AI/ML/DL Task: Classification Task
CV Task: Image Classification
NLP Task: None
Audio Task: None
Industries: Media & Entertainment, Social Media & Communication Platforms, Banking & Insurance, Government & Public Services
Applications: Anomaly Detection
Algorithms: CNN, Ensemble Learning
Wisen Code:IOT-25-0010 Published on: May 2025
Base Paper Title:
CPS-IIoT-P2Attention: Explainable Privacy-Preserving With Scaled Dot-Product Attention in Cyber-Physical System-Industrial IoT Network
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: Anomaly Detection
Algorithms: Classical ML Algorithms, RNN/LSTM, Statistical Algorithms, Deep Neural Networks
Wisen Code:CYS-25-0030 Published on: May 2025
Base Paper Title:
Intrusion Detection Using Hybrid Pearson Correlation and GS-PSO Optimized Random Forest Technique for RPL-Based IoT
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, Evolutionary Algorithms, Statistical Algorithms
Wisen Code:CLS-25-0018 Published on: Apr 2025
Base Paper Title:
Decoding Phishing Evasion: Analyzing Attacker Strategies to Circumvent Detection Systems
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: None
Wisen Code:CLS-25-0023 Published on: Apr 2025
Base Paper Title:
Anomaly Detection and Root Cause Analysis in Cloud-Native Environments Using Large Language Models and Bayesian Networks
Data Type: Text Data
AI/ML/DL Task: Generative Task
CV Task: None
NLP Task: Dialogue Systems
Audio Task: None
Industries: Telecommunications
Applications: Chatbots & Conversational AI, Anomaly Detection, Wireless Communication
Algorithms: Text Transformer, Statistical Algorithms
Wisen Code:CYS-25-0040 Published on: Apr 2025
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Text Transformer
Wisen Code:MAC-25-0017 Published on: Apr 2025
Base Paper Title:
Hybrid Machine Learning-Based Multi-Stage Framework for Detection of Credit Card Anomalies and Fraud
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0019 Published on: Apr 2025
Base Paper Title:
Mixed-Embeddings and Deep Learning Ensemble for DGA Classification With Limited Training Data
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: RNN/LSTM, Ensemble Learning
Wisen Code:NWS-25-0011 Published on: Apr 2025
Base Paper Title:
SDN Controller Selection and Secure Resource Allocation
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, RNN/LSTM
Wisen Code:BIG-25-0001 Published on: Apr 2025
Base Paper Title:
Ball Bearing Fault Diagnosis Based on Hybrid Adversarial Learning
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: Anomaly Detection
Algorithms: GAN, CNN
Wisen Code:NWS-25-0003 Published on: Apr 2025
Base Paper Title:
ConvGRU: A Lightweight Intrusion Detection System for Vehicle Networks Based on Shallow CNN and GRU
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Automotive, Telecommunications
Applications: Anomaly Detection, Wireless Communication
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:INS-25-0033 Published on: Apr 2025
Published on: Apr 2025Base Paper Title:
Global-Local Ensemble Detector for AI-Generated Fake News
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, Government & Public Services
Applications: Anomaly Detection
Algorithms: RNN/LSTM, CNN, Text Transformer, Ensemble Learning
Wisen Code:DLP-25-0057 Published on: Apr 2025
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:NWS-25-0027 Published on: Apr 2025
Base Paper Title:
Protection Against Poisoning Attacks on Federated Learning-Based Spectrum Sensing $\$ $ \lg $\$ $ }} ?>
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, CNN
Wisen Code:NWS-25-0012 Published on: Apr 2025
Base Paper Title:
BLE Channel Sounding: Novel Method for Enhanced Ranging Accuracy in Vehicle Access
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:INS-25-0026 Published on: Apr 2025
Base Paper Title:
RSTHFS: A Rough Set Theory-Based Hybrid Feature Selection Method for Phishing Website Classification
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: Ensemble Learning
Wisen Code:IMP-25-0184 Published on: Apr 2025
Base Paper Title:
Enhancing Situational Awareness: Anomaly Detection Using Real-Time Video Across Multiple Domains
Data Type: Video Data
AI/ML/DL Task: None
CV Task: Visual Anomaly Detection
NLP Task: None
Audio Task: None
Industries: Government & Public Services, Agriculture & Food Tech, Education & EdTech
Applications: Anomaly Detection
Algorithms: Two Stage Detection, Single Stage Detection, CNN
Wisen Code:CYS-25-0015 Published on: Apr 2025
Base Paper Title:
Explainable Anomaly Detection Based on Operational Sequences in Industrial Control Systems
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: Classical ML Algorithms
Wisen Code:IMP-25-0079 Published on: Apr 2025
Base Paper Title:
Forest Fire Detection Based on Enhanced Feature Information Capture and Long-Range Dependency
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: Decision Support Systems, Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:CYS-25-0005 Published on: Apr 2025
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: Classical ML Algorithms, GAN, Ensemble Learning
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:NWS-25-0034 Published on: Apr 2025
Base Paper Title:
Multi-Level Pre-Training for Encrypted Network Traffic Classification
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: RNN/LSTM, CNN, Text Transformer
Wisen Code:NWS-25-0019 Published on: Apr 2025
Base Paper Title:
Intrusion Detection in IoT Networks Using Dynamic Graph Modeling and Graph-Based Neural Networks
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, Graph Neural Networks
Wisen Code:MAC-25-0025 Published on: Apr 2025
Base Paper Title:
Gradient Boosting Feature Selection for Integrated Fault Diagnosis in Series-Compensated Transmission Lines
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: Ensemble Learning
Wisen Code:MAC-25-0026 Published on: Apr 2025
Base Paper Title:
Illuminating the Path to Enhanced Resilience of Machine Learning Models Against the Shadows of Missing Labels
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: Classical ML Algorithms, CNN, Ensemble Learning
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:CLS-25-0004 Published on: Apr 2025
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: Classical ML Algorithms, CNN, Autoencoders
Wisen Code:GAI-25-0001 Published on: Apr 2025
Base Paper Title:
Generating Synthetic Malware Samples Using Generative AI
Data Type: Image Data
AI/ML/DL Task: Generative Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Content Generation, Anomaly Detection
Algorithms: GAN, Diffusion Models
Wisen Code:DLP-25-0196 Published on: Mar 2025
Published on: Mar 2025Base 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:BIG-25-0015 Published on: Mar 2025
Base Paper Title:
Toward an Integrated Intelligent Framework for Crowd Control and Management (IICCM)
Data Type: Image Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Government & Public Services, Smart Cities & Infrastructure
Applications: Predictive Analytics, Decision Support Systems, Anomaly Detection
Algorithms: Classical ML Algorithms, RNN/LSTM, GAN, CNN, Vision Transformer
Wisen Code:DLP-25-0191 Published on: Mar 2025
Published on: Mar 2025Base 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:CYS-25-0048 Published on: Mar 2025
Published on: Mar 2025Base Paper Title:
Intrusion Detection in IoT and IIoT: Comparing Lightweight Machine Learning Techniques Using TON_IoT, WUSTL-IIOT-2021, and EdgeIIoTset Datasets
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, Healthcare & Clinical AI, Smart Cities & Infrastructure
Applications: Surveillance, Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:IOT-25-0020 Published on: Mar 2025
Base Paper Title:
Federated Learning With Sailfish-Optimized Ensemble Models for Anomaly Detection in IoT Edge Computing Environment
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Smart Cities & Infrastructure, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Ensemble Learning
Wisen Code:NWS-25-0008 Published on: Mar 2025
Base Paper Title:
Evaluating ORB and SIFT With Neural Network as Alternatives to CNN for Traffic Classification in SDN Environments
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, CNN, Deep Neural Networks
Wisen Code:CYS-25-0002 Published on: Mar 2025
Base Paper Title:
Adaptive DDoS Attack Detection: Entropy-Based Model With Dynamic Threshold and Suspicious IP Reevaluation
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI, Banking & Insurance, Government & Public Services, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Statistical Algorithms
Wisen Code:IOT-25-0012 Published on: Mar 2025
Base Paper Title:
Smartphone Enabled Wearable Diabetes Monitoring System
Data Type: Tabular Data
AI/ML/DL Task: Regression Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI
Applications: Predictive Analytics, Anomaly Detection, Wireless Communication
Algorithms: Statistical Algorithms
Wisen Code:BLC-25-0024 Published on: Mar 2025
Base Paper Title:
Lightweight Blockchain for Authentication and Authorization in Resource-Constrained IoT Networks
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:MAC-25-0063 Published on: Mar 2025
Base Paper Title:
A New Fault Detection Method Using Machine Learning in Analog Radio-on-Fiber MIMO Transmission System
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms
Wisen Code:NWS-25-0032 Published on: Mar 2025
Base Paper Title:
CBCTL-IDS: A Transfer Learning-Based Intrusion Detection System Optimized With the Black Kite Algorithm for IoT-Enabled Smart Agriculture
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: Anomaly Detection, Wireless Communication
Algorithms: CNN, Transfer Learning, Evolutionary Algorithms, 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:IMP-25-0173 Published on: Mar 2025
Base Paper Title:
Constructing a Lightweight Fire and Smoke Detection Through the Improved GhostNet Architecture and Attention Module Mechanism
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Smart Cities & Infrastructure, Environmental & Sustainability
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:IOT-25-0021 Published on: Mar 2025
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: Classical ML Algorithms, RNN/LSTM, CNN, Reinforcement Learning, Autoencoders, Ensemble Learning
Wisen Code:IMP-25-0144 Published on: Mar 2025
Base Paper Title:
Transforming Highway Safety With Autonomous Drones and AI: A Framework for Incident Detection and Emergency Response
Data Type: Video Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: Text Generation
Audio Task: None
Industries: Government & Public Services, Smart Cities & Infrastructure
Applications: Decision Support Systems, Anomaly Detection
Algorithms: Single Stage Detection, Text Transformer, Vision Transformer
Wisen Code:IMP-25-0081 Published on: Mar 2025
Base Paper Title:
Edge-YOLO: Lightweight Multi-Scale Feature Extraction for Industrial Surface Inspection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Two Stage Detection, Single Stage Detection, CNN, Deep Neural Networks
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:IMP-25-0186 Published on: Mar 2025
Base Paper Title:
A Novel Hybrid Model for Brain Ischemic Stroke Detection Using Feature Fusion and Convolutional Block Attention Module
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, Anomaly Detection
Algorithms: CNN, Transfer Learning
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:NWS-25-0018 Published on: Mar 2025
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Energy & Utilities Tech, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Convex Optimization
Wisen Code:IMP-25-0207 Published on: Mar 2025
Base Paper Title:
Optimized Epoch Selection Ensemble: Integrating Custom CNN and Fine-Tuned MobileNetV2 for Malimg Dataset 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, Telecommunications
Applications: Anomaly Detection
Algorithms: CNN, Transfer Learning, Ensemble Learning
Wisen Code:MAC-25-0014 Published on: Mar 2025
Base Paper Title:
An Approach to Truck Driving Risk Identification: A Machine Learning Method Based on Optuna Optimization
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Smart Cities & Infrastructure, Logistics & Supply Chain
Applications: Predictive Analytics, Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0035 Published on: Mar 2025
Base Paper Title:
MAD-CTI: Cyber Threat Intelligence Analysis of the Dark Web Using a Multi-Agent Framework
Data Type: Text Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:IOT-25-0005 Published on: Mar 2025
Base Paper Title:
Simple Yet Powerful: Machine Learning-Based IoT Intrusion System With Smart Preprocessing and Feature Generation Rivals Deep Learning
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: Classical ML Algorithms
Wisen Code:IOT-25-0009 Published on: Mar 2025
Base Paper Title:
Anomaly-Based Intrusion Detection for IoMT Networks: Design, Implementation, Dataset Generation, and ML Algorithms Evaluation
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Healthcare & Clinical AI, Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, Statistical Algorithms, Ensemble Learning
Wisen Code:CYS-25-0025 Published on: Feb 2025
Base Paper Title:
Finetuning Large Language Models for Vulnerability Detection
Data Type: Text Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Text Transformer
Wisen Code:CYS-25-0049 Published on: Feb 2025
Published on: Feb 2025Base Paper Title:
HIDS-RPL: A Hybrid Deep Learning-Based Intrusion Detection System for RPL in Internet of Medical Things Network
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: RNN/LSTM, CNN
Wisen Code:CLS-25-0006 Published on: Feb 2025
Base Paper Title:
A Privacy-Preserving Federated Learning With a Feature of Detecting Forged and Duplicated Gradient Model in Autonomous Vehicle
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries:
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, CNN
Wisen Code:IMP-25-0274 Published on: Feb 2025
Base Paper Title:
Self-DSNet: A Novel Self-ONNs Based Deep Learning Framework for Multimodal Driving Distraction Detection
Data Type: Multi Modal Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries:
Applications: Decision Support Systems, Anomaly Detection
Algorithms: CNN
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:CYS-25-0017 Published on: Feb 2025
Base Paper Title:
Protecting Industrial Control Systems From Shodan Exploitation Through Advanced Traffic Analysis
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: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
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:CLS-25-0001 Published on: Feb 2025
Base Paper Title:
Understanding the Security Risks of Websites Using Cloud Storage for Direct User File Uploads
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:MAC-25-0002 Published on: Feb 2025
Base Paper Title:
Anomaly Detection and Performance Analysis With Exponential Smoothing Model Powered by Genetic Algorithms and Meta Optimization
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, Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:MAC-25-0036 Published on: Feb 2025
Base Paper Title:
Implementation and Performance Evaluation of Machine Learning-Based Apriori Algorithm to Detect Non-Technical Losses in Distribution Systems
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: Classical ML Algorithms, Reinforcement Learning
Wisen Code:CYS-25-0028 Published on: Feb 2025
Base Paper Title:
A Hybrid Deep Learning Model for Network Intrusion Detection System Using Seq2Seq and ConvLSTM-Subnets
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: RNN/LSTM, CNN, Autoencoders
Wisen Code:NWS-25-0023 Published on: Feb 2025
Base Paper Title:
Anomaly Detection-Based UE-Centric Inter-Cell Interference Suppression
Data Type: None
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection, Wireless Communication
Algorithms: Classical ML Algorithms, Deep Neural Networks
Wisen Code:NWS-25-0025 Published on: Feb 2025
Base Paper Title:
Ensemble Network Graph-Based Classification for Botnet Detection Using Adaptive Weighting and Feature Extraction
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms, Ensemble Learning
Wisen Code:CYS-25-0021 Published on: Feb 2025
Base Paper Title:
Laser Guard: Efficiently Detecting Laser-Based Physical Adversarial Attacks in Autonomous Driving
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Visual Anomaly Detection
NLP Task: None
Audio Task: None
Industries: Automotive
Applications: Surveillance, Anomaly Detection
Algorithms: Statistical Algorithms
Wisen Code:IMP-25-0039 Published on: Feb 2025
Base Paper Title:
A Single-Stage Photovoltaic Module Defect Detection Method Based on Optimized YOLOv8
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
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:IMP-25-0263 Published on: Feb 2025
Base Paper Title:
GLF-NET: Global and Local Dynamic Feature Fusion Network for Real-Time Steel Strip Surface Defect Detection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection, CNN
Wisen Code:CLS-25-0009 Published on: Feb 2025
Base Paper Title:
Enhancing Cloud Security: A Multi-Factor Authentication and Adaptive Cryptography Approach Using Machine Learning Techniques
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: CNN, Text Transformer
Wisen Code:IOT-25-0008 Published on: Jan 2025
Base Paper Title:
A Physics-Based Hyper Parameter Optimized Federated Multi-Layered Deep Learning Model for Intrusion Detection in IoT Networks
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: AlgorithmArchitectureOthers
Wisen Code:IMP-25-0240 Published on: Jan 2025
Base Paper Title:
DCKD: Distribution-Corrected Knowledge Distillation for Enhanced Industrial Defect Detection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Single Stage Detection
Wisen Code:CYS-25-0007 Published on: Jan 2025
Base Paper Title:
Deep Learning-Based Vulnerability Detection Solutions in Smart Contracts: A Comparative and Meta-Analysis of Existing Approaches
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Finance & FinTech, Banking & Insurance, Logistics & Supply Chain
Applications: Anomaly Detection
Algorithms: RNN/LSTM, CNN, Graph Neural Networks
Wisen Code:INS-25-0022 Published on: Jan 2025
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Marketing & Advertising Tech
Applications: Anomaly Detection
Algorithms: RNN/LSTM, CNN, Ensemble Learning
Wisen Code:INS-25-0037 Published on: Jan 2025
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Visual Anomaly Detection
NLP Task: None
Audio Task: None
Industries: None
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:IMP-25-0305 Published on: Jan 2025
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: CNN, Deep Neural Networks
Wisen Code:CYS-25-0008 Published on: Jan 2025
Base Paper Title:
Transferability Evaluation in Wi-Fi Intrusion Detection Systems Through Machine Learning and Deep Learning Approaches
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Telecommunications
Applications: Anomaly Detection
Algorithms: 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
Wisen Code:IMP-25-0219 Published on: Jan 2025
Base Paper Title:
Detection and Classification Method for Early-Stage Colorectal Cancer Using Dyadic Wavelet Packet Transform
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
Wisen Code:MAC-25-0038 Published on: Jan 2025
Base Paper Title:
Electricity Theft Detection Using Machine Learning in Traditional Meter Postpaid Residential Customers: A Case Study on State Electricity Company (PLN) Indonesia
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: Classical ML Algorithms, Ensemble Learning
Wisen Code:INS-25-0024 Published on: Jan 2025
Base Paper Title:
An Efficient Malware Detection Approach Based on Machine Learning Feature Influence Techniques for Resource-Constrained Devices
Data Type: Tabular Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Healthcare & Clinical AI, Smart Cities & Infrastructure
Applications: Anomaly Detection
Algorithms: Classical ML Algorithms
Wisen Code:CYS-25-0016 Published on: Jan 2025
Base Paper Title:
GNN-EADD: Graph Neural Network-Based E-Commerce Anomaly Detection via Dual-Stage Learning
Data Type: Text Data
AI/ML/DL Task: Classification Task
CV Task: None
NLP Task: Text Classification
Audio Task: None
Industries: E-commerce & Retail
Applications: Decision Support Systems, Anomaly Detection
Algorithms: Graph Neural Networks
Wisen Code:INS-25-0023 Published on: Jan 2025
Data Type: Image Data
AI/ML/DL Task: None
CV Task: None
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Government & Public Services, Telecommunications
Applications: Anomaly Detection
Algorithms: Statistical Algorithms
Wisen Code:IMP-25-0212 Published on: Jan 2025
Base Paper Title:
EfficientNet-b0-Based 3D Quantification Algorithm for Rectangular Defects in Pipelines
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Object Detection
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0, Energy & Utilities Tech
Applications: Predictive Analytics, Anomaly Detection
Algorithms: Transfer Learning
Wisen Code:IMP-25-0172 Published on: Jan 2025
Base Paper Title:
Unsupervised Visual-to-Geometric Feature Reconstruction for Vision-Based Industrial Anomaly Detection
Data Type: Image Data
AI/ML/DL Task: None
CV Task: Image Segmentation
NLP Task: None
Audio Task: None
Industries: Manufacturing & Industry 4.0
Applications: Anomaly Detection
Algorithms: Autoencoders, Vision Transformer, Graph Neural Networks
Anomaly Detection Projects For Students - Key Algorithm Variants
Statistical Anomaly Detection:
Statistical approaches model normal data behavior using probability distributions and identify deviations as anomalies. IEEE literature highlights these methods for their interpretability and mathematical grounding.
In Anomaly Detection Projects For Final Year, statistical techniques are evaluated through threshold sensitivity analysis, false positive control, and reproducible benchmarking.
Distance and Density-Based Detection:
These methods detect anomalies based on distance from dense regions in feature space. IEEE research emphasizes robustness under sparse data conditions.
In Anomaly Detection Projects For Final Year, density-based models are validated using stability analysis, neighborhood sensitivity, and benchmark-aligned evaluation.
Reconstruction-Based Detection:
Reconstruction approaches identify anomalies by measuring reconstruction error from learned representations. IEEE studies treat reconstruction deviation as a strong anomaly signal.
In Anomaly Detection Projects For Final Year, reconstruction-based methods are evaluated through error distribution analysis and reproducible experimentation.
Temporal Anomaly Detection:
Temporal detection focuses on identifying anomalies in sequential or time-dependent data. IEEE literature emphasizes temporal consistency and drift handling.
In Anomaly Detection Projects For Final Year, temporal models are validated using sequence stability analysis and benchmark-driven comparison.
Hybrid Detection Models:
Hybrid models combine statistical and learning-based techniques for improved robustness. IEEE research highlights hybridization for complex data distributions.
In Anomaly Detection Projects For Final Year, hybrid approaches are assessed through comparative benchmarking and reproducibility analysis.
Final Year Anomaly Detection Projects - Wisen TMER-V Methodology
T — Task What primary task (& extensions, if any) does the IEEE journal address?
- Anomaly detection tasks focus on identifying deviations from normal data behavior across diverse distributions.
- IEEE research evaluates tasks based on detection reliability and robustness under imbalance.
- Deviation identification
- Rare event detection
- Threshold calibration
- Outlier scoring
M — Method What IEEE base paper algorithm(s) or architectures are used to solve the task?
- Methods rely on statistical modeling, distance estimation, or reconstruction error analysis.
- IEEE literature emphasizes method interpretability and stability.
- Statistical modeling
- Density estimation
- Reconstruction analysis
- Hybrid detection
E — Enhancement What enhancements are proposed to improve upon the base paper algorithm?
- Enhancements address false positives, threshold sensitivity, and class imbalance challenges.
- Adaptive techniques improve robustness across datasets.
- Adaptive thresholds
- Ensemble detection
- Imbalance handling
- Stability optimization
R — Results Why do the enhancements perform better than the base paper algorithm?
- Results demonstrate improved anomaly detection accuracy and robustness.
- IEEE evaluations highlight statistically validated performance gains.
- Higher detection precision
- Stable thresholds
- Reduced false alarms
- Reproducible outcomes
V — Validation How are the enhancements scientifically validated?
- Validation follows standardized anomaly detection benchmarks and protocols.
- IEEE-aligned studies emphasize reproducibility and robustness testing.
- Precision-recall analysis
- AUC evaluation
- Threshold robustness testing
- Statistical validation
IEEE Anomaly Detection Projects - Libraries & Frameworks
PyTorch:
PyTorch supports flexible implementation of learning-based anomaly detection models with dynamic computation graphs. IEEE-aligned research leverages PyTorch for experimentation with reconstruction and hybrid detection pipelines.
In Anomaly Detection Projects For Final Year, PyTorch enables reproducible experimentation, controlled randomness, and transparent evaluation.
TensorFlow:
TensorFlow provides scalable infrastructure for training anomaly detection models on large datasets. IEEE literature references TensorFlow for deterministic execution.
In Anomaly Detection Projects For Final Year, TensorFlow-based implementations emphasize reproducibility and benchmark-driven validation.
NumPy:
NumPy supports numerical operations for deviation scoring and threshold computation. IEEE-aligned studies rely on NumPy for deterministic numerical analysis.
In Anomaly Detection Projects For Final Year, NumPy ensures reproducible computation and statistical consistency.
SciPy:
SciPy provides statistical tools for anomaly score distribution analysis. IEEE research uses SciPy for probabilistic validation.
In Anomaly Detection Projects For Final Year, SciPy supports controlled statistical evaluation and reproducibility.
Matplotlib:
Matplotlib enables visualization of anomaly scores and detection thresholds. IEEE-aligned research uses visualization for interpretability.
In Anomaly Detection Projects For Final Year, Matplotlib supports consistent result interpretation and comparative analysis.
Anomaly Detection Projects For Students - Real World Applications
Network Traffic Analysis:
Anomaly detection identifies unusual traffic patterns indicating potential threats or failures. IEEE research emphasizes deviation-based modeling.
In Anomaly Detection Projects For Final Year, network analysis is validated using reproducible benchmarks.
Industrial Process Monitoring:
Detection models identify abnormal behavior in manufacturing processes. IEEE literature highlights stability and robustness.
In Anomaly Detection Projects For Final Year, process monitoring is evaluated through benchmark-aligned experimentation.
Financial Fraud Detection:
Anomaly detection identifies irregular financial transactions. IEEE studies emphasize imbalance handling and threshold calibration.
In Anomaly Detection Projects For Final Year, fraud detection is validated using reproducible evaluation pipelines.
Healthcare Signal Analysis:
Detection models identify abnormal patterns in healthcare data. IEEE research emphasizes reliability and false alarm reduction.
In Anomaly Detection Projects For Final Year, healthcare applications are evaluated through controlled validation.
Sensor and Log Analysis:
Anomaly detection analyzes logs and sensor streams for irregular events. IEEE literature evaluates temporal robustness.
In Anomaly Detection Projects For Final Year, log analysis is assessed through reproducible benchmarking.
Final Year Anomaly Detection Projects - Conceptual Foundations
Anomaly detection is conceptually grounded in identifying deviations from learned patterns that represent normal data behavior. IEEE research treats anomalies as statistically rare or structurally inconsistent observations that cannot be captured through conventional predictive modeling, requiring specialized deviation scoring and robustness analysis to ensure reliable identification across diverse data distributions.
From a research oriented perspective, Anomaly Detection Projects For Final Year emphasize evaluation driven formulation of normality, threshold calibration strategies, and stability analysis under severe class imbalance. Experimental workflows prioritize reproducible benchmarking, statistically interpretable anomaly scores, and validation protocols aligned with IEEE publication standards.
Within the broader data analytics ecosystem, anomaly detection research intersects with established IEEE domains such as time series analysis and classification. These conceptual overlaps position anomaly detection as a foundational methodology for reliability analysis and rare event modeling.
IEEE Anomaly Detection Projects - Why Choose Wisen
Wisen supports Anomaly Detection Projects For Final Year through IEEE aligned deviation modeling practices, evaluation driven experimentation, and reproducible research structuring for Anomaly Detection Projects For Students.
✓
Deviation Modeling Alignment
Anomaly detection projects are structured around principled deviation scoring, threshold calibration, and robustness evaluation consistent with IEEE research expectations.
✓
Evaluation Driven Experimentation
Wisen emphasizes benchmark based validation, false alarm analysis, and reproducible experimentation for anomaly detection research.
✓
Research Grade Methodology
Project formulation prioritizes statistical interpretability, stability assessment, and methodological clarity rather than heuristic anomaly rules.
✓
End to End Research Structuring
The development pipeline supports anomaly detection research from formulation through validation, enabling publication ready experimental outcomes.
✓
IEEE Publication Readiness
Projects are aligned with IEEE reviewer expectations, including reproducibility, evaluation rigor, and methodological transparency.
Anomaly Detection Projects For Students - IEEE Research Areas
Unsupervised Anomaly Detection:
This research area focuses on identifying anomalies without labeled data by modeling normal behavior. IEEE studies evaluate robustness under data scarcity and imbalance.
In Anomaly Detection Projects For Final Year, validation emphasizes reproducibility, threshold sensitivity analysis, and benchmark driven comparison.
Deep Anomaly Detection Models:
Research investigates deep learning based approaches for complex anomaly patterns. IEEE literature evaluates representation learning and stability.
In Anomaly Detection Projects For Students, performance is validated through statistical consistency and reproducible benchmarking.
Temporal and Streaming Anomaly Detection:
This area studies anomaly detection in sequential and streaming data. IEEE research emphasizes temporal consistency and drift handling.
In Anomaly Detection Projects For Final Year, evaluation focuses on reproducibility and stability under evolving data distributions.
Threshold Calibration and Robustness:
Research explores adaptive threshold selection to reduce false alarms. IEEE studies emphasize calibration stability.
In Anomaly Detection Projects For Students, validation includes robustness testing and benchmark aligned evaluation.
Evaluation Metrics for Anomaly Detection:
This research area focuses on defining reliable metrics for rare event detection. IEEE literature emphasizes metric interpretability and statistical significance.
In Final Year Anomaly Detection Projects, evaluation prioritizes reproducibility and controlled metric comparison.
Final Year Anomaly Detection Projects - Career Outcomes
Machine Learning Research Engineer:
Research engineers design and evaluate anomaly detection models with emphasis on deviation modeling, threshold calibration, and robustness analysis. IEEE aligned roles prioritize reproducible experimentation and benchmark driven validation.
Skill alignment includes statistical modeling, evaluation metrics, and research documentation.
Data Science Research Specialist:
Researchers focus on anomaly detection for complex data distributions and rare event modeling. IEEE oriented work emphasizes hypothesis driven experimentation.
Expertise includes deviation analysis, convergence evaluation, and publication oriented research design.
Applied AI Research Engineer:
Applied roles integrate anomaly detection into analytical pipelines while maintaining robustness under imbalance. IEEE aligned workflows emphasize evaluation consistency.
Skill alignment includes benchmarking, threshold tuning, and reproducible experimentation.
Risk and Reliability Analyst:
Analysts apply anomaly detection to reliability and risk assessment tasks. IEEE research workflows prioritize statistical validation.
Expertise includes stability analysis, false alarm evaluation, and experimental reporting.
Algorithm Research Analyst:
Analysts study anomaly detection algorithms from a methodological perspective. IEEE research roles emphasize comparative evaluation and reproducibility.
Skill alignment includes metric driven analysis, robustness diagnostics, and research reporting.
Anomaly Detection Projects For Final Year - FAQ
What are some good project ideas in IEEE Anomaly Detection Domain Projects for a final-year student?
Good project ideas focus on statistical deviation modeling, unsupervised detection techniques, and evaluation of rare event identification using IEEE-standard metrics.
What are trending Anomaly Detection final year projects?
Trending projects emphasize deep anomaly detection, hybrid statistical-learning approaches, and benchmark-driven validation across heterogeneous datasets.
What are top Anomaly Detection projects in 2026?
Top projects in 2026 focus on reproducible anomaly detection pipelines, threshold calibration, and statistically validated performance outcomes.
Is the Anomaly Detection domain suitable or best for final-year projects?
The domain is suitable due to its strong IEEE research relevance, clear deviation modeling formulation, and well-defined evaluation protocols.
Which evaluation metrics are commonly used in anomaly detection research?
IEEE-aligned anomaly detection research evaluates performance using precision-recall curves, AUC, false positive rate, and detection stability.
How is threshold selection handled in anomaly detection models?
Threshold selection is handled using statistical calibration, validation-based tuning, and robustness analysis across varying anomaly ratios.
Can anomaly detection projects be extended into IEEE papers?
Yes, anomaly detection projects with strong evaluation design and methodological novelty are commonly extended into IEEE publications.
What makes an anomaly detection project strong in IEEE context?
Clear anomaly definition, reproducible experimentation, threshold robustness analysis, and benchmark-driven comparison strengthen IEEE acceptance.
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