Wenbin Zou

Existing MLLMs struggle with procedural reasoning, but a new self-skill-exploration agent achieves state-of-the-art performance by discovering effective strategies for everyday tasks.

Ditch the rigid grid: SP-MoMamba uses superpixels to let Mamba-based super-resolution models "see" images like humans do, boosting performance and efficiency.

Bitstream-corrupted video restoration remains a significant challenge, even with recent advances, as revealed by the NTIRE 2026 challenge results.