Author

Jin-Qiang Cui

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Jul 2026

BlindPSNR: A No-Reference Fidelity Predictor for Low-Light Image Enhancement

BlindPSNR is proposed, a lightweight no-reference network that fuses the enhanced image with the degraded low-light input via windowed cross-attention and estimates PSNR through heteroscedastic regression, providing exact supervision without a separate teacher network.

Mingzhe Lyu, Jin-Qiang Cui, Hong Zhang · arXiv.org · 0 citations

#machine learning Preprint Sep 2026

Topology-induced Operators Reveal Complementary Graph Representations without Training

This work shows that informative embeddings can be derived without complicated model design and gradient-based training, and suggests that informative graph embeddings can arise from carefully chosen topological transformations before any learning operation is applied.

Meng Qin, Jin-Qiang Cui, Hong-Wei Zheng et al. · 0 citations