2 papers
eess.IV2026
Stabilizing Illumination Conditioning in SSM-Based Low-Light Image Enhancement with Bottleneck Prompt Sidecars
Wei Chen Ng, Qiyi Xie, Jian Ding Tan +3
Low-light image enhancement (LLIE) requires more than brightness amplification because real low-light images often exhibit spatially varying illumination, amplified noise, color di…
cs.CV2026
When Should a Low-Light Pipeline Generate? Auditable Risk Control for Selective Generative Enhancement
Qiyi Xie, Wei Chen Ng, Suyang Xi +5
Generative low-light enhancers recover plausible texture but may hallucinate structure; restoration networks preserve structure but can leave regions under-enhanced, and neither ad…