mlsanityData to 14 Oct 2026

EITNet: An IoT-Enhanced Framework for Real-Time Basketball Action Recognition

arXiv 2410.09954 ↗First posted 13 Oct 2024cs.CV cs.AI cs.LGcited by 8

Not on the map. Why?

Abstract (arXiv)

Integrating IoT technology into basketball action recognition enhances sports analytics, providing crucial insights into player performance and game strategy. However, existing methods often fall short in terms of accuracy and efficiency, particularly in complex, real-time environments where player movements are frequently occluded or involve intricate interactions. To overcome these challenges, we propose the EITNet model, a deep learning framework that combines EfficientDet for object detection, I3D for spatiotemporal feature extraction, and TimeSformer for temporal analysis, all integrated with IoT technology for seamless real-time data collection and processing. Our contributions include developing a robust architecture that improves recognition accuracy to 92%, surpassing the baseline EfficientDet model's 87%, and reducing loss to below 5.0 compared to EfficientDet's 9.0 over 50 epochs. Furthermore, the integration of IoT technology enhances real-time data processing, providing adaptive insights into player performance and strategy. The paper details the design and implementation of EITNet, experimental validation, and a comprehensive evaluation against existing models. The results demonstrate EITNet's potential to significantly advance automated sports analysis and optimize data utilization for player performance and strategy improvement.

Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). Builds on 20 of its 85 references that are in the map. First posted on arXiv 13 Oct 2024.

Builds on

20 of 85 references.

References · 20

  1. 2020Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Posecited by 248
  2. 2022P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimationcited by 80
  3. 2024Learning from Teaching Regularization: Generalizable Correlations Should be Easy to Imitatecited by 47
  4. 2023LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inferencecited by 27
  5. 2024Harnessing XGBoost for Robust Biomarker Selection of Obsessive-Compulsive Disorder (OCD) from Adolescent Brain Cognitive Development (ABCD) datacited by 26
  6. 2024Deep Learning-based Anomaly Detection and Log Analysis for Computer Networkscited by 23
  7. 2024Automatic News Generation and Fact-Checking System Based on Language Processingcited by 22
  8. 2024Optimizing Automated Picking Systems in Warehouse Robots Using Machine Learningcited by 20
  9. 2024Image anomaly detection and prediction scheme based on SSA optimized ResNet50-BiGRU modelcited by 18
  10. 2024Robust Domain Generalization for Multi-modal Object Recognitioncited by 18
  11. 2024Identification of Prognostic Biomarkers for Stage III Non-Small Cell Lung Carcinoma in Female Nonsmokers Using Machine Learningcited by 17
  12. 2024Deep Reinforcement Learning-based Obstacle Avoidance for Robot Movement in Warehouse Environmentscited by 17
8 more
  1. 2024Enhancing Visual Question Answering through Ranking-Based Hybrid Training and Multimodal Fusioncited by 16
  2. 2021DPMPC-Planner: A real-time UAV trajectory planning framework for complex static environments with dynamic obstaclescited by 15
  3. 2024AdaPI: Facilitating DNN Model Adaptivity for Efficient Private Inference in Edge Computingcited by 15
  4. 2024The Design of Autonomous UAV Prototypes for Inspecting Tunnel Construction Environmentcited by 15
  5. 2024Deep Analysis of Time Series Data for Smart Grid Startup Strategies: A Transformer-LSTM-PSO Model Approachcited by 11
  6. 2024Graphical Structural Learning of rs-fMRI data in Heavy Smokerscited by 11
  7. 2023DeepSeaNet: Improving Underwater Object Detection using EfficientDetcited by 6
  8. 2024Sports Analysis and VR Viewing System Based on Player Tracking and Pose Estimation with Multimodal and Multiview Sensorscited by 2

Built on by

Cited by year

Citing papers per year: 2024: 2; 2025: 6.

8 papers.

  1. 2024LTPNet Integration of Deep Learning and Environmental Decision Support Systems for Renewable Energy Demand Forecastingcited by 7
  2. 2024TRIZ Method for Urban Building Energy Optimization: GWO-SARIMA-LSTM Forecasting modelcited by 6
  3. 2025Intelligent logistics management robot path planning algorithm integrating transformer and GCN networkcited by 4
  4. 2025CPLOYO: A Pulmonary Nodule Detection Model with Multi-Scale Feature Fusion and Nonlinear Feature Learningcited by 3
  5. 2025MamNet: A Novel Hybrid Model for Time-Series Forecasting and Frequency Pattern Analysis in Network Trafficcited by 3
  6. 2025HydraNet: Momentum-Driven State Space Duality for Multi-Granularity Tennis Tournaments Analysiscited by 0
  7. 2025Research on Short-Video Platform User Decision-Making via Multimodal Temporal Modeling and Reinforcement Learningcited by 0
  8. 2025DT-NeRF: A Diffusion and Transformer-Based Optimization Approach for Neural Radiance Fields in 3D Reconstructioncited by 0