Abstract: Highlights•Firstly introduces non-convex RPCA for Audio–Visual Segmentation.•Applies CUR decomposition to reduce computational complexity.•The task of unsupervised Audio–Visual Segmentation.•Demonstrates efficiency and effectiveness results on the AVS dataset.
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