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Enhancement of Low-light Images and Videos
Imaging and Applied Optics 2018 (3D, AO, AIO, COSI, DH, IS, LACSEA, LS&C, MATH, pcAOP), 2018Enhancing Low-light Images is very important for further processing such as Sign Recognition, Lane Detection, Surround View Generation and many other problems in the Advanced Driver Assistance Systems. This is also crucial for Consumer Applications such as Digital Cameras and Smart-phone Cameras.
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Low-light image enhancement with knowledge distillation
Neurocomputing, 2023Ziwen Li 0005, Yuehuan Wang, Jinpu Zhang
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LET: a local enhancement transformer for low-light image enhancement
Journal of Electronic ImagingDigital images captured under insufficient lighting conditions may suffer from issues such as low contrast and poor visual quality. However, transformers treat images as one-dimensional sequential data, lacking the modeling of local visual structures, thus resulting in a shortage of feature extraction for degraded low-light images.
Lei Pan +4 more
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SNR-Aware Low-light Image Enhancement
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022Xiaogang Xu 0002 +3 more
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Low-Light Image and Video Enhancement Using Deep Learning: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022Chen Change Loy +2 more
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Unsupervised Low-light Image Enhancement with Generated Low-light Image Pairs
Poster Volume Ⅰ The 2024 Twentieth International Conference on Intelligent Computing August 5-8, 2024 Tianjin, ChinaLow-light image enhancement aims to improve the perception of images captured under low-light conditions. Many previous unsupervised methods rely solely on information from a single image and multiple priors for enhancement. However, the information within a single image is limited, and designing suitable priors could be challenging.
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Sparse Gradient Regularized Deep Retinex Network for Robust Low-Light Image Enhancement
IEEE Transactions on Image Processing, 2021Jiaying Liu, Wenhan Yang, Shiqi Wang
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Better Than Reference in Low-Light Image Enhancement: Conditional Re-Enhancement Network
IEEE Transactions on Image Processing, 2022Xiaoguang Di, Yu Zhang, Bin Zhang
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Perceptual Quality Assessment of Low-Light Image Enhancement
ACM Transactions on Multimedia Computing, Communications and Applications, 2021Xiongkuo Min, Wei Sun, Guangtao Zhai
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