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Image Process."},{"key":"ref8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13640-016-0138-1","article-title":"An adaptive gamma correction for image enhancement","volume":"2016","author":"Rahman","year":"2016","journal-title":"EURASIP J. Image Video Process."},{"key":"ref9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1364\/JOSA.61.000001","article-title":"Lightness and retinex theory","volume":"61","author":"Land","year":"1971","journal-title":"J. Optical Society. America"},{"key":"ref10","series-title":"BMVC","article-title":"MBLLEN: Low-light image\/video enhancement using CNNs","volume":"220","author":"Lv","year":"2018"},{"key":"ref11","series-title":"Proc. IEEE\/CVF Conf. Compu. Vis. Pattern Recognit.","first-page":"12826","article-title":"DeepLPF: Deep local parametric filters for image enhancement","author":"Moran","year":"2020"},{"key":"ref12","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. 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Image Process."},{"key":"ref20","doi-asserted-by":"crossref","first-page":"1013","DOI":"10.1007\/s11263-020-01407-x","article-title":"Beyond brightening low-light images","volume":"129","author":"Zhang","year":"2021","journal-title":"Int. J. Comput. Vis."},{"key":"ref21","first-page":"1103","article-title":"RF-Net: Unsupervised low-light image enhancement based on Retinex and exposure fusion","volume":"77","author":"Ma","year":"2023","journal-title":"Comput. Mater. Contin."},{"key":"ref22","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"1780","article-title":"Zero-reference deep curve estimation for low-light image enhancement","author":"Guo","year":"2020"},{"key":"ref23","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"10561","article-title":"Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement","author":"Liu","year":"2021"},{"key":"ref24","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"5637","article-title":"Toward fast, flexible, and robust low-light image enhancement","author":"Ma","year":"2022"},{"key":"ref25","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"22252","article-title":"Learning a simple low-light image enhancer from paired low-light instances","author":"Fu","year":"2023"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1016\/S0734-189X(87)80186-X","article-title":"Adaptive histogram equalization and its variations","volume":"39","author":"Pizer","year":"1987","journal-title":"Comput. Vis., Graph. Image Process."},{"key":"ref27","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1023\/B:VLSI.0000028532.53893.82","article-title":"Realization of the contrast limited adaptive histogram equalization (CLAHE) for real-time image enhancement","volume":"38","author":"Reza","year":"2004","journal-title":"J. VLSI Signal Process. Syst. Signal, Image and Video Technol."},{"key":"ref28","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1016\/j.sigpro.2016.05.031","article-title":"A fusion-based enhancing method for weakly illuminated images","volume":"129","author":"Fu","year":"2016","journal-title":"Signal Process."},{"key":"ref29","series-title":"Proc. IEEE Conf. Comput. Vis. Pattern Recogni.","first-page":"2782","article-title":"A weighted variational model for simultaneous reflectance and illumination estimation","author":"Fu","year":"2016"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"982","DOI":"10.1109\/TIP.2016.2639450","article-title":"LIME: Low-light image enhancement via illumination map estimation","volume":"26","author":"Guo","year":"2016","journal-title":"IEEE Trans. Image Process."},{"key":"ref31","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1117\/1.1636183","article-title":"Retinex processing for automatic image enhancement","volume":"13","author":"Rahman","year":"2004","journal-title":"J. Electron. Imaging"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"3538","DOI":"10.1109\/TIP.2013.2261309","article-title":"Naturalness preserved enhancement algorithm for non-uniform illumination images","volume":"22","author":"Wang","year":"2013","journal-title":"IEEE Trans. Image Process."},{"key":"ref33","doi-asserted-by":"crossref","first-page":"650","DOI":"10.1016\/j.patcog.2016.06.008","article-title":"LLNet: A deep autoencoder approach to natural low-light image enhancement","volume":"61","author":"Lore","year":"2017","journal-title":"Pattern Recognit."},{"key":"ref34","doi-asserted-by":"crossref","DOI":"10.1016\/j.knosys.2021.108010","article-title":"LE-GAN: Unsupervised low-light image enhancement network using attention module and identity invariant loss","volume":"240","author":"Fu","year":"2022, Art. no. 108010","journal-title":"Knowl. Based Syst."},{"key":"ref35","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"11977","article-title":"Nighttime visibility enhancement by increasing the dynamic range and suppression of light effects","author":"Sharma","year":"2021"},{"key":"ref36","doi-asserted-by":"crossref","first-page":"2340","DOI":"10.1109\/TIP.2021.3051462","article-title":"EnlightenGAN: Deep light enhancement without paired supervision","volume":"30","author":"Jiang","year":"2021","journal-title":"IEEE Trans. Image Process."},{"key":"ref37","series-title":"2018 IEEE Winter Conf. Appl. Comput. Vis. (WACV)","first-page":"1451","article-title":"Understanding convolution for semantic segmentation","author":"Wang","year":"2018"},{"key":"ref38","unstructured":"C. Wei, W. Wang, W. Yang, and J. Liu, \u201cDeep retinex decomposition for low-light enhancement,\u201d 2018, arXiv:1808.04560."},{"key":"ref39","series-title":"Proc. 27th ACM Int. Conf. Multimedia","first-page":"1632","article-title":"Kindling the darkness: A practical low-light image enhancer","author":"Zhang","year":"2019"},{"key":"ref40","first-page":"5998","article-title":"Attention is all you need","volume":"30","author":"Vaswani","year":"2017","journal-title":"Adv. Neural Inf. Process Syst."},{"key":"ref41","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","first-page":"17714","article-title":"SNR-aware low-light image enhancement","author":"Xu","year":"2022"},{"key":"ref42","series-title":"Deep Lear. Med. Image Anal. Multimodal Learn. Clinical Decis. Support","article-title":"UNet++: A nested u-net architecture for medical image segmentation","author":"Zhou","year":"Sep. 20, 2018"},{"key":"ref43","series-title":"Proc. IEEE\/CVF Conf. Comput. Vis. 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