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cs.LG2026
MARR: Module-Adaptive Residual Reconstruction for Low-Bit Post-Training Quantization
Le Su, Xing Luo, Zhi Jin
Recently, residual reconstruction-based model quantization methods have achieved promising performance in low-bit post-training quantization (PTQ) by introducing cross-layer residu…
cs.CV2026
Unified Removal of Raindrops and Reflections: A New Benchmark and A Novel Pipeline
Xingyu Liu, Zewei He, Yu Chen +4
When capturing images through glass surfaces or windshields on rainy days, raindrops and reflections frequently co-occur to significantly reduce the visibility of captured images.…
cs.CV2026
Unifying Heterogeneous Degradations: Uncertainty-Aware Diffusion Bridge Model for All-in-One Image Restoration
Luwei Tu, Jiawei Wu, Xing Luo +1
All-in-One Image Restoration (AiOIR) faces the fundamental challenge in reconciling conflicting optimization objectives across heterogeneous degradations. Existing methods are ofte…