3 papers
cs.MM2025
Object-AVEdit: An Object-level Audio-Visual Editing Model
Youquan Fu, Ruiyang Si, Hongfa Wang +6
There is a high demand for audio-visual editing in video post-production and the film making field. While numerous models have explored audio and video editing, they struggle with…
cs.LG2025
BalanceBenchmark: A Survey for Multimodal Imbalance Learning
Shaoxuan Xu, Menglu Cui, Chengxiang Huang +2
Multimodal learning has gained attention for its capacity to integrate information from different modalities. However, it is often hindered by the multimodal imbalance problem, whe…
cs.LG2025
Efficient Quantification of Multimodal Interaction at Sample Level
Zequn Yang, Hongfa Wang, Di Hu
Interactions between modalities -- redundancy, uniqueness, and synergy -- collectively determine the composition of multimodal information. Understanding these interactions is cruc…