2 papers
cs.LG2025
Revisit Modality Imbalance at the Decision Layer
Xiaoyu Ma, Hao Chen
Multimodal learning integrates information from different modalities to enhance model performance, yet it often suffers from modality imbalance, where dominant modalities overshado…
cs.CV2025
Mixup Helps Understanding Multimodal Video Better
Xiaoyu Ma, Ding Ding, Hao Chen
Multimodal video understanding plays a crucial role in tasks such as action recognition and emotion classification by combining information from different modalities. However, mult…