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Publications-on-low-illumination-image-enhancement

A collection of publications on low illuminations image enhancement

1 Image Quality Metricslink

  • PSNR (Peak Signal-to-Noise Ratio) [paper] [matlab code] [python code]
  • SSIM (Structural Similarity) [paper] [matlab code] [python code]
  • VIF (Visual Quality) [paper] [code]
  • FSIM (Feature Similarity) [paper] [code]
  • NIQE (Naturalness Image Quality Evaluator) [paper][matlab code][python code]

2 Dataset

3 papers

2020

  • EEMEFN-Low Light Image Enhancement via Edge Enhanced MultiExposure Fusion Network（AAAI 2020）[paper][code]
  • Komal Mourya etc. Techniques for Learning to See in the Dark: A Survey[paper][code][web]

2019

  • Underexposed Photo Enhancement using Deep Illumination Estimation （CVPR 2019）[paper][code]
  • Haiyang Jiang ，Yinqiang Zheng，Learning to See Moving Objects in the Dark（ICCV2019）[paper][code][web]
  • Chen Chen，Qifeng Chen，Minh Do，Vladlen Koltun，Seeing Motion in the Dark（ICCV2019）[paper][code][web]

2018

  • Deep Retinex Decomposition for Low-Light Enhancement[ECCV20108][paper][code][web]

  • Learning to See in the Dark [paper][code][web]

  • Chen Wei, Wenjing Wang, Wenhan Yang, Jiaying Liu，Deep Retinex Decomposition for Low-Light Enhancement[paper][code][web]

  • MBLLEN: Low-light Image/Video Enhancement Using CNNs[paper][code][web]

  • Learning a Deep Single Image Contrast Enhancer from Multi-Exposure Images(2018 TIP) [paper][code][web]

  • Zhenghao Shi, Meimei Zhu, Bin Guo, Minghua Zhao, Nighttime Low Illumination Image Enhancement with Single Image Using Bright/Dark Channel Prior, EURASIP Journal on Image and Video Processing [paper] [code]

  • Zhen qiang Ying,A Bio-Inspired Multi-Exposure Fusion Framework for Low-light Image Enhancement [paper][code][web]

2017

  • Lore K G , Akintayo A , Sarkar S . [_A Deep Autoencoder Approach to Natural Low-light Image Enhancement.Pattern Recognition, 2017, 61:650-662[paper][code][web]
  • LIME: A Method for Low-light IMage Enhancement(2017CVPR) [paper][code][web]
  • Deep Bilateral Learning for Real-Time Image Enhancements[paper][code]
  • LightenNet: A Convolutional Neural Network for weakly illuminated image enhancement,Pattern recognition letters[paper][code]
  • MSR-net:Low-light Image Enhancement Using Deep Convolutional Network[paper][code][web]
  • Zhenghao Shi, Meimei Zhu, Bin Guo, Minghua Zhao. A photographic negative imaging inspired method for low illumination night-time image enhancement, Multimedia Tools and Applications [paper] [code][web]
  • Zhen qiang Ying,A New Image Contrast Enhancement Algorithm using Exposure Fusion Framework [paper][code][web]

Before 2017