Explanipedia

Bringing Equity to Classification: Domain Generalization for Domain-Linked Classes Open

Kimathi Kaai, Saad Hossain, Sirisha Rambhatla · 2025

Domain generalization (DG) focuses on transferring domain-invariant knowledge from multiple source (training) domains to an a priori unseen target domain(s). This task implicitly requires that classes of interest are expressed in multiple …

Domain-Guided Spatio-Temporal Self-Attention for Egocentric 3D Pose Estimation Open

Jinman Park, Kimathi Kaai, Saad Hossain, Norikatsu Sumi, Sirisha Rambhatla , et al. · 2023

Vision-based ego-centric 3D human pose estimation (ego-HPE) is essential to support critical applications of xR-technologies. However, severe self-occlusions and strong distortion introduced by the fish-eye view from the head mounted camer…

Domain Generalization for Domain-Linked Classes Open

Kimathi Kaai, Saad Hossain, Sirisha Rambhatla · 2023

Domain generalization (DG) focuses on transferring domain-invariant knowledge from multiple source domains (available at train time) to an, a priori, unseen target domain(s). This requires a class to be expressed in multiple domains for th…

Building Spatio-temporal Transformers for Egocentric 3D Pose Estimation Open

Jinman Park, Kimathi Kaai, Saad Hossain, Norikatsu Sumi, Sirisha Rambhatla , et al. · 2022

Egocentric 3D human pose estimation (HPE) from images is challenging due to severe self-occlusions and strong distortion introduced by the fish-eye view from the head mounted camera. Although existing works use intermediate heatmap-based r…

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