DOSE3 : Diffusion-based Out-of-distribution detection on SE(3) trajectories

no code implementations • 23 Feb 2025 • Hongzhe Cheng, Tianyou Zheng, Tianyi Zhang, Matthew Johnson-Roberson, Weiming Zhi

Out-of-Distribution(OOD) detection, a fundamental machine learning task aimed at identifying abnormal samples, traditionally requires model retraining for different inlier distributions.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions

no code implementations • 5 Feb 2025 • Hao Yin, Paritosh Parmar, Daoliang Xu, Yang Zhang, Tianyou Zheng, Weiwei Fu

Action Quality Assessment (AQA) -- the ability to quantify the quality of human motion, actions, or skill levels and provide feedback -- has far-reaching implications in areas such as low-cost physiotherapy, sports training, and workforce development.

Action Quality Assessment Survey +1