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cs.CV2025
JoVA: Unified Multimodal Learning for Joint Video-Audio Generation and Editing
Xiaohu Huang, Haoyang He, Hao Zhou +3
In this paper, we present JoVA, a streamlined framework that unifies joint video-audio generation and editing. While existing methods often rely on fragmented, task-specific archit…
cs.CV2025
3DRS: MLLMs Need 3D-Aware Representation Supervision for Scene Understanding
Xiaohu Huang, Jingjing Wu, Qunyi Xie +1
Recent advances in scene understanding have leveraged multimodal large language models (MLLMs) for 3D reasoning by capitalizing on their strong 2D pretraining. However, the lack of…