4 papers
Throwing4: Phase-Aware Pose Modeling for Throw-Distance Prediction in Elite Athletics
Bikash Kumar Badatya, Kartike Tiwari, Jyotirmoy Amin +1
Elite athletics throwing provides a structured biomechanical action sequence together with an objective continuous outcome, namely throw distance, making it a suitable setting for…
BoxingVI: A Multi-Modal Benchmark for Boxing Action Recognition and Localization
Rahul Kumar, Vipul Baghel, Sudhanshu Singh +4
Accurate analysis of combat sports using computer vision has gained traction in recent years, yet the development of robust datasets remains a major bottleneck due to the dynamic,…
Biomechanical-phase based Temporal Segmentation in Sports Videos: a Demonstration on Javelin-Throw
Bikash Kumar Badatya, Vipul Baghel, Jyotirmoy Amin +1
Precise analysis of athletic motion is central to sports analytics, particularly in disciplines where nuanced biomechanical phases directly impact performance outcomes. Traditional…
UTAL-GNN: Unsupervised Temporal Action Localization using Graph Neural Networks
Bikash Kumar Badatya, Vipul Baghel, Ravi Hegde
Fine-grained action localization in untrimmed sports videos presents a significant challenge due to rapid and subtle motion transitions over short durations. Existing supervised an…