mlsanityData to 13 Oct 2026

Image anomaly detection and prediction scheme based on SSA optimized ResNet50-BiGRU model

arXiv 2406.13987 ↗First posted 20 Jun 2024cs.CV cs.LGcited by 18

Not on the map. Why?

Abstract (arXiv)

Image anomaly detection is a popular research direction, with many methods emerging in recent years due to rapid advancements in computing. The use of artificial intelligence for image anomaly detection has been widely studied. By analyzing images of athlete posture and movement, it is possible to predict injury status and suggest necessary adjustments. Most existing methods rely on convolutional networks to extract information from irrelevant pixel data, limiting model accuracy. This paper introduces a network combining Residual Network (ResNet) and Bidirectional Gated Recurrent Unit (BiGRU), which can predict potential injury types and provide early warnings by analyzing changes in muscle and bone poses from video images. To address the high complexity of this network, the Sparrow search algorithm was used for optimization. Experiments conducted on four datasets demonstrated that our model has the smallest error in image anomaly detection compared to other models, showing strong adaptability. This provides a new approach for anomaly detection and predictive analysis in images, contributing to the sustainable development of human health and performance.

Key facts. Cited by 18 papers in the map (data through 13 Oct 2026). Builds on 32 of its 89 references that are in the map. First posted on arXiv 20 Jun 2024.

Builds on

32 of 89 references.

References · 32

  1. 2017Learning Spatio-Temporal Features with 3D Residual Networks for Action Recognitioncited by 178
  2. 20182D/3D Pose Estimation and Action Recognition using Multitask Deep Learningcited by 103
  3. 2020Chasing Carbon: The Elusive Environmental Footprint of Computingcited by 71
  4. 2023Deception Detection from Linguistic and Physiological Data Streams Using Bimodal Convolutional Neural Networkscited by 54
  5. 2022A Study of the Attention Abnormality in Trojaned BERTscited by 48
  6. 2024Exploring Diverse Methods in Visual Question Answeringcited by 45
  7. 2018Contextual Hourglass Network for Semantic Segmentation of High Resolution Aerial Imagerycited by 42
  8. 2024Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformerscited by 35
  9. 2024Regional Style and Color Transfercited by 30
  10. 2020ETRI-Activity3D: A Large-Scale RGB-D Dataset for Robots to Recognize Daily Activities of the Elderlycited by 26
  11. 2024Credit Card Fraud Detection Using Advanced Transformer Modelcited by 26
  12. 2023Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspectivecited by 23
20 more
  1. 2024Automatic News Generation and Fact-Checking System Based on Language Processingcited by 22
  2. 2024Theoretical Analysis of Meta Reinforcement Learning: Generalization Bounds and Convergence Guaranteescited by 22
  3. 2019Confidence Trigger Detection: Accelerating Real-time Tracking-by-detection Systemscited by 20
  4. 2024A Comparative Study on Enhancing Prediction in Social Network Advertisement through Data Augmentationcited by 20
  5. 2024TD3 Based Collision Free Motion Planning for Robot Navigationcited by 18
  6. 2024Enhanced Detection Classification via Clustering SVM for Various Robot Collaboration Taskcited by 17
  7. 2024Cross-Task Multi-Branch Vision Transformer for Facial Expression and Mask Wearing Classificationcited by 16
  8. 2024Utilizing Deep Learning to Optimize Software Development Processescited by 15
  9. 2024Adaptive speed planning for Unmanned Vehicle Based on Deep Reinforcement Learningcited by 15
  10. 2024Research on Image Recognition Technology Based on Multimodal Deep Learningcited by 11
  11. 2024Research on Driver Facial Fatigue Detection Based on Yolov8 Modelcited by 11
  12. 2024Predict Click-Through Rates with Deep Interest Network Model in E-commerce Advertisingcited by 10
  13. 2024Using Automated Vehicle Data as a Fitness Tracker for Sustainabilitycited by 9
  14. 2024Optimizing Search Advertising Strategies: Integrating Reinforcement Learning with Generalized Second-Price Auctions for Enhanced Ad Ranking and Biddingcited by 9
  15. 2024Rough Set improved Therapy-Based Metaverse Assisting Systemcited by 9
  16. 2024The application of Augmented Reality (AR) in Remote Work and Educationcited by 8
  17. 2024PristiQ: A Co-Design Framework for Preserving Data Security of Quantum Learning in the Cloudcited by 5
  18. 2024Enhancing Credit Card Fraud Detection A Neural Network and SMOTE Integrated Approachcited by 5
  19. 2024Traffic Control via Connected and Automated Vehicles: An Open-Road Field Experiment with 100 CAVscited by 4
  20. 2023Robustness Verification for Knowledge-Based Logic of Risky Driving Scenescited by 3

Built on by

Cited by year

Citing papers per year: 2024: 13; 2025: 5.

18 papers.

Sort:

By area:

  1. 2024Deep Learning-based Anomaly Detection and Log Analysis for Computer Networkscited by 23
  2. 2024Enhancing Visual Question Answering through Ranking-Based Hybrid Training and Multimodal Fusioncited by 16
  3. 2024Cross-border Commodity Pricing Strategy Optimization via Mixed Neural Network for Time Series Analysiscited by 12
  4. 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approachcited by 11
  5. 2024EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognitioncited by 8
  6. 2024Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learningcited by 8
  7. 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecastingcited by 7
  8. 2024Real-time Monitoring and Analysis of Track and Field Athletes Based on Edge Computing and Deep Reinforcement Learning Algorithmcited by 7
  9. 2024IoT-Based 3D Pose Estimation and Motion Optimization for Athletes: Application of C3D and OpenPosecited by 7
  10. 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting modelcited by 6
  11. 2024GTA-Net: An IoT-Integrated 3D Human Pose Estimation System for Real-Time Adolescent Sports Posture Correctioncited by 5
  12. 2024Optimized CNNs for Rapid 3D Point Cloud Object Recognitioncited by 5
6 more
  1. 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN networkcited by 4
  2. 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learningcited by 3
  3. 2025MamNet: A Novel Hybrid Model for Time-Series Forecasting and Frequency Pattern Analysis in Network Trafficcited by 3
  4. 2024Construction and optimization of health behavior prediction model for the elderly in smart elderly carecited by 0
  5. 2025Research on Short-Video Platform User Decision-Making via Multimodal Temporal Modeling and Reinforcement Learningcited by 0
  6. 2025DT-NeRF: A Diffusion and Transformer-Based Optimization Approach for Neural Radiance Fields in 3D Reconstructioncited by 0