3 papers
cs.LG2026
Class-Balanced Softmax: A Bayes Theory-Based Method for Long-Tailed Recognition
Yi-Hang Zhu, Rajeev Raman, Shiqi Su +4
Deep learning models using traditional softmax classifiers have achieved remarkable success in various classification tasks. However, their performance degrades significantly on im…
cs.CV2026
Multi-Domain Learning with Global Expert Mapping
Pourya Shamsolmoali, Masoumeh Zareapoor, Huiyu Zhou +3
Human perception generalizes well across different domains, but most vision models struggle beyond their training data. This gap motivates multi-dataset learning, where a single mo…
cs.CV2026
Action-Dynamics Modeling and Cross-Temporal Interaction for Online Action Understanding
Xinyu Yang, Zheheng Jiang, Feixiang Zhou +5
Action understanding, encompassing action detection and anticipation, plays a crucial role in numerous practical applications. However, untrimmed videos are often characterized by…