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Image Represent."},{"key":"10.1016\/j.knosys.2026.115939_b62","doi-asserted-by":"crossref","first-page":"1153","DOI":"10.1007\/s11263-020-01418-8","article-title":"Benchmarking low-light image enhancement and beyond","volume":"129","author":"Liu","year":"2021","journal-title":"Int. J. Comput. Vis."},{"key":"10.1016\/j.knosys.2026.115939_b63","first-page":"1435","article-title":"Aleth-nerf: Illumination adaptive nerf with concealing field assumption","volume":"vol. 38","author":"Cui","year":"2024"},{"key":"10.1016\/j.knosys.2026.115939_b64","doi-asserted-by":"crossref","unstructured":"H. Jiang, A. Luo, X. Liu, S. Han, S. Liu, LightenDiffusion: Unsupervised Low-Light Image Enhancement with Latent-Retinex Diffusion Models, in: European Conference on Computer Vision, 2024, pp. 161\u2013179.","DOI":"10.1007\/978-3-031-73195-2_10"},{"key":"10.1016\/j.knosys.2026.115939_b65","doi-asserted-by":"crossref","DOI":"10.1016\/j.patcog.2024.111076","article-title":"UPT-flow: Multi-scale transformer-guided normalizing flow for low-light image enhancement","volume":"158","author":"Xu","year":"2025","journal-title":"Pattern Recognit."},{"key":"10.1016\/j.knosys.2026.115939_b66","doi-asserted-by":"crossref","unstructured":"C. Wang, H. Wu, Z. Jin, FourLLIE: Boosting Low-Light Image Enhancement by Fourier Frequency Information, in: Proceedings of the 31nd ACM International Conference on Multimedia, 2023, pp. 7459\u20137469.","DOI":"10.1145\/3581783.3611909"},{"key":"10.1016\/j.knosys.2026.115939_b67","doi-asserted-by":"crossref","unstructured":"R. Liu, L. Ma, J. Zhang, X. Fan, Z. Luo, Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement, in: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, CVPR, 2021, pp. 10561\u201310570.","DOI":"10.1109\/CVPR46437.2021.01042"},{"key":"10.1016\/j.knosys.2026.115939_b68","article-title":"Natural-based underwater image color enhancement through fusion of swarm-intelligence algorithm","volume":"85","author":"Azmi","year":"2019","journal-title":"Appl. Soft Comput."},{"key":"10.1016\/j.knosys.2026.115939_b69","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","article-title":"Image quality assessment: from error visibility to structural similarity","author":"Wang","year":"2004","journal-title":"IEEE Trans. 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