cross-attention 1heteroscedastic regression 1low-light image enhancement 1no-reference quality assessment 1psnr prediction 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
BlindPSNR: A No-Reference Fidelity Predictor for Low-Light Image Enhancement
Mingzhe Lyu, Jinqiang Cui, Hong Zhang
The paper proposes BlindPSNR, a lightweight no‑reference network that predicts PSNR for low‑light image enhancement by fusing the enhanced image with the original low‑light input v…
cs.CV2026
Scene-Adaptive Nonlinear Tone Curves for Pseudo Ground-Truth Generation in Low-Light 3D Gaussian Splatting
Mingzhe Lyu, Jinqiang Cui, Hong Zhang
Low-light novel view synthesis is challenging because dark multi-view images contain noise, weak structural detail, and compressed dynamic range. Recent 3D Gaussian Splatting (3DGS…
cs.CV2026
NTIRE 2026 3D Restoration and Reconstruction in Real-world Adverse Conditions: RealX3D Challenge Results
Shuhong Liu, Chenyu Bao, Ziteng Cui +103
This paper presents a comprehensive review of the NTIRE 2026 3D Restoration and Reconstruction (3DRR) Challenge, detailing the proposed methods and results. The challenge seeks to…