3 papers
cs.CV2026
KD-Judge: A Knowledge-Driven Automated Judge Framework for Functional Fitness Movements on Edge Devices
Shaibal Saha, Fan Li, Yunge Li +3
Functional fitness movements are widely used in training, competition, and health-oriented exercise programs, yet consistently enforcing repetition (rep) standards remains challeng…
cs.CV2025
EfficientQuant: An Efficient Post-Training Quantization for CNN-Transformer Hybrid Models on Edge Devices
Shaibal Saha, Lanyu Xu
Hybrid models that combine convolutional and transformer blocks offer strong performance in computer vision (CV) tasks but are resource-intensive for edge deployment. Although post…
cs.CV2025
Vision Transformers on the Edge: A Comprehensive Survey of Model Compression and Acceleration Strategies
Shaibal Saha, Lanyu Xu
In recent years, vision transformers (ViTs) have emerged as powerful and promising techniques for computer vision tasks such as image classification, object detection, and segmenta…