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cs.CV2026
Benchmarking color judgment in multimodal LLMs with CIE-computable ground truth
Shuwei Yue, Kaida Xiao, Zhihua Wang +1
Multimodal large language models (MLLMs) are now used as zero-shot judges of image quality, but their color judgments are rarely tested with colorimetric ground truth. We present a…
cs.CV2026
Beyond CCT: Multi-channel SPD recovery for per-shot camera color correction
Shuwei Yue, Hongke Wei, Qiao Chen
Modern cameras correct color via two or three pre-calibrated 3x3 matrices interpolated by Correlated Color Temperature (CCT). This collapses the illuminant SPD to a scalar. LEDs, f…
cs.CV2026
NTIRE 2026 Low-light Enhancement: Twilight Cowboy Challenge
Aleksei Khalin, Egor Ershov, Artyom Panshin +46
This paper presents a review of the NTIRE 2026 Low-light Enhancement: Twilight Cowboy Challenge. The objective of the competition was to merge a set of misaligned smartphone images…