Deep Decomposition and Bilinear Pooling Network for Blind Night-Time Image Quality Evaluation. (arXiv:2205.05880v2 [cs.MM] UPDATED)

Blind image quality assessment (BIQA), which aims to accurately predict the
image quality without any pristine reference information, has been extensively
concerned in the past decades. Especially, with the help of deep neural
networks, great progress has been achieved. However, it remains less
investigated on BIQA for night-time images (NTIs) which usually suffers from
complicated authentic distortions such as reduced visibility, low contrast,
additive noises, and color distortions. These diverse authentic degradations
particularly challenges the design of effective deep neural …

arxiv evaluation image network pooling quality time