Review
Toward Multimodal Understanding in Low-Level Vision: The Rise of Vision-Language Models
Feng-Yang Xiao, May May Liqeliqe Mar. Liqe Mar., Mariusz Dec et al.
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2 papers indexed here
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Preprint
Sep 2026
UnfoldCRF: Structured Mask Refinement with Image-Conditioned Latent Regions
Learned mask refiners improve segmentation accuracy, but it is hard to tell how much of the improvement comes from explicit structure rather than from extra capacity, and whether it holds up when the mask generator or its error distribution changes. UnfoldCRF treats refinement as inference in a conditional random field...
Chun-Ming He, Rihan Zhang, Lei Xu et al.
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