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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.
Spotting scams before they fully unfold is now possible: ORACLE anticipates smartphone fraud from streaming app usage by distilling knowledge from anti-scam reflections, enabling early warnings with fewer false positives.
Bitstream-corrupted video restoration remains a significant challenge, even with recent advances, as revealed by the NTIRE 2026 challenge results.
A 2B parameter model trained on a new 1.1M dataset can now forecast remote sensing scenes better than Gemini-2.5-Flash Image, suggesting that task-specific training data and methods can beat sheer scale.
