IVEX-WA and IVEX-MetaStack Ensemble Models: A Transfer Learning Approach for Still-Image Human Action Recognition With XAI Visualization
TL;DR
IVEX-WA and IVEX-MetaStack ensemble models use transfer learning for still-image human action recognition, addressing challenges like lack of motion cues and incorporating XAI visualization for interpretability.
IVEX-WA and IVEX-MetaStack Ensemble Models: A Transfer Learning Approach for Still-Image Human Action Recognition With XAI Visualization
Md Tasnim Alam; Subhram Dasgupta; Kelvin Bryant; Kaushik Roy
https://doi.org/10.1109/ACCESS.2025.3649159
Volume 14
Human action recognition (HAR) using deep learning approaches has significantly improved our lives, including elderly care, child monitoring, and sports analytics, particularly where human surveillance is limited due to ample spatial coverage and human resource constraints. HAR using still images has unique challenges compared to video-based approaches. Without motion cues or temporal context, dis...