Reversed image signal processing and RAW reconstruction. AIM 2022 challenge report

MV Conde, R Timofte, Y Huang, J Peng… - … on Computer Vision, 2022 - Springer
Cameras capture sensor RAW images and transform them into pleasant RGB images,
suitable for the human eyes, using their integrated Image Signal Processor (ISP). Numerous …

Self-Supervised Reversed Image Signal Processing via Reference-Guided Dynamic Parameter Selection

J Otsuka, M Yoshimura, T Ohashi - arXiv preprint arXiv:2303.13916, 2023 - arxiv.org
Unprocessed sensor outputs (RAW images) potentially improve both low-level and high-
level computer vision algorithms, but the lack of large-scale RAW image datasets is a barrier …

A Learnable Color Correction Matrix for RAW Reconstruction

A Liu, S Mu, S Xu - arXiv preprint arXiv:2409.02497, 2024 - arxiv.org
Autonomous driving algorithms usually employ sRGB images as model input due to their
compatibility with the human visual system. However, visually pleasing sRGB images are …