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Ditch the rigid grid: SP-MoMamba uses superpixels to let Mamba-based super-resolution models "see" images like humans do, boosting performance and efficiency.
Stop training all your data the same way: this new method adaptively reweights samples based on how "competitive" they are within a group, leading to better performance and robustness.
Bitstream-corrupted video restoration remains a significant challenge, even with recent advances, as revealed by the NTIRE 2026 challenge results.