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cs.MM2026
Whence the Voice? Self-supervised Dual-source Audio-Visual Localisation via Selective Convergence
Han Hu, Dongheng Lin, Yuqi Hou +3
Localising multiple sound sources in visual scenes remains a fundamental challenge in multimodal perception due to an inherent circular dependency: separating mixed audio requires…
cs.MM2025
Audio-Visual Separation with Hierarchical Fusion and Representation Alignment
Han Hu, Dongheng Lin, Qiming Huang +3
Self-supervised audio-visual source separation leverages natural correlations between audio and vision modalities to separate mixed audio signals. In this work, we first systematic…