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Multi Player Tracking in Ice Hockey with Homographic Projections
Harish Prakash, Jia Cheng Shang, Ken M. Nsiempba +3
Multi Object Tracking (MOT) in ice hockey pursues the combined task of localizing and associating players across a given sequence to maintain their identities. Tracking players fro…
Region-level labels in ice charts can produce pixel-level segmentation for Sea Ice types
Muhammed Patel, Xinwei Chen, Linlin Xu +3
Fully supervised deep learning approaches have demonstrated impressive accuracy in sea ice classification, but their dependence on high-resolution labels presents a significant cha…
PitcherNet: Powering the Moneyball Evolution in Baseball Video Analytics
Jerrin Bright, Bavesh Balaji, Yuhao Chen +2
In the high-stakes world of baseball, every nuance of a pitcher's mechanics holds the key to maximizing performance and minimizing runs. Traditional analysis methods often rely on…
Domain-Guided Masked Autoencoders for Unique Player Identification
Bavesh Balaji, Jerrin Bright, Sirisha Rambhatla +4
Unique player identification is a fundamental module in vision-driven sports analytics. Identifying players from broadcast videos can aid with various downstream tasks such as play…
Distribution and Depth-Aware Transformers for 3D Human Mesh Recovery
Jerrin Bright, Bavesh Balaji, Harish Prakash +3
Precise Human Mesh Recovery (HMR) with in-the-wild data is a formidable challenge and is often hindered by depth ambiguities and reduced precision. Existing works resort to either…
Rink-Agnostic Hockey Rink Registration
Jia Cheng Shang, Yuhao Chen, Mohammad Javad Shafiee +1
Hockey rink registration is a useful tool for aiding and automating sports analysis. When combined with player tracking, it can provide location information of players on the rink…