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cs.CV2026
Beyond Fidelity: Semantic Similarity Assessment in Low-Level Image Processing
Runjie Wang, Weiling Chen, Tiesong Zhao +1
Low-level image processing has long been evaluated mainly from the perspective of visual fidelity. However, with the rise of deep learning and generative models, processed images m…
cs.CV2026
MSDS: Deep Structural Similarity with Multiscale Representation
Danling Kang, Xue-Hua Chen, Bin Liu +3
Deep-feature-based perceptual similarity models have demonstrated strong alignment with human visual perception in Image Quality Assessment (IQA). However, most existing approaches…