LIME: A Method for Low-light IMage Enhancement
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Abstract (arXiv)
When one captures images in low-light conditions, the images often suffer from low visibility. This poor quality may significantly degrade the performance of many computer vision and multimedia algorithms that are primarily designed for high-quality inputs. In this paper, we propose a very simple and effective method, named as LIME, to enhance low-light images. More concretely, the illumination of each pixel is first estimated individually by finding the maximum value in R, G and B channels. Further, we refine the initial illumination map by imposing a structure prior on it, as the final illumination map. Having the well-constructed illumination map, the enhancement can be achieved accordingly. Experiments on a number of challenging real-world low-light images are present to reveal the efficacy of our LIME and show its superiority over several state-of-the-arts.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 17 May 2016.
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Citing papers per year: 2022: 4; 2023: 5; 2024: 3; 2025: 3; 2026: 1.
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- 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancementcited by 57
- 2024GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrievalcited by 33
- 2024Multi-Object Tracking in the Darkcited by 14
- 2022Noise Self-Regression: A New Learning Paradigm to Enhance Low-Light Images Without Task-Related Datacited by 12
- 2022Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustmentcited by 10
- 2023Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correctioncited by 8
- 2024Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditionscited by 7
- 2022Exposure Correction Model to Enhance Image Qualitycited by 6
- 2023Unsupervised HDR Image and Video Tone Mapping via Contrastive Learningcited by 6
- 2022Decoupled Cross-Scale Cross-View Interaction for Stereo Image Enhancement in The Darkcited by 4
- 2025GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Expertscited by 4
- 2025Deep Perceptual Enhancement for Medical Image Analysiscited by 1
4 more
- 2025Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniquescited by 1
- 2023CNN Injected Transformer for Image Exposure Correctioncited by 0
- 2023Dimma: Semi-supervised Low Light Image Enhancement with Adaptive Dimmingcited by 0
- 2026Learning Reference-Guided Exposure Correction with Hybrid Illumination Characteristicscited by 0
- 2026Learning Reference-Guided Exposure Correction with Hybrid Illumination Characteristics26 May 2026
- 2025Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniques11 Jul 2025
- 2025Deep Perceptual Enhancement for Medical Image Analysis11 Mar 2025
- 2025GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts10 Mar 2025
- 2024Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditions22 Jul 2024
- 2024GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval17 Jul 2024
- 2024Multi-Object Tracking in the Dark10 May 2024
- 2023Dimma: Semi-supervised Low Light Image Enhancement with Adaptive Dimming14 Oct 2023
- 2023CNN Injected Transformer for Image Exposure Correction8 Sep 2023
- 2023Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correction2 Sep 2023
- 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement14 Apr 2023
- 2023Unsupervised HDR Image and Video Tone Mapping via Contrastive Learning13 Mar 2023
4 more
- 2022Noise Self-Regression: A New Learning Paradigm to Enhance Low-Light Images Without Task-Related Data9 Nov 2022
- 2022Decoupled Cross-Scale Cross-View Interaction for Stereo Image Enhancement in The Dark2 Nov 2022
- 2022Exposure Correction Model to Enhance Image Quality22 Apr 2022
- 2022Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustment12 Feb 2022
- 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancementcited by 57
- 2024GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrievalcited by 33
- 2024Multi-Object Tracking in the Darkcited by 14
- 2022Noise Self-Regression: A New Learning Paradigm to Enhance Low-Light Images Without Task-Related Datacited by 12
- 2022Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustmentcited by 10
- 2023Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correctioncited by 8
- 2024Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditionscited by 7
- 2022Exposure Correction Model to Enhance Image Qualitycited by 6
- 2023Unsupervised HDR Image and Video Tone Mapping via Contrastive Learningcited by 6
- 2022Decoupled Cross-Scale Cross-View Interaction for Stereo Image Enhancement in The Darkcited by 4
- 2025Deep Perceptual Enhancement for Medical Image Analysiscited by 1
- 2025Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniquescited by 1
12 most cited of 15 All 15 (JSON)
- 2026Learning Reference-Guided Exposure Correction with Hybrid Illumination Characteristics26 May 2026
- 2025Unsupervised Methods for Video Quality Improvement: A Survey of Restoration and Enhancement Techniques11 Jul 2025
- 2025Deep Perceptual Enhancement for Medical Image Analysis11 Mar 2025
- 2024Domain-Adaptive 2D Human Pose Estimation via Dual Teachers in Extremely Low-Light Conditions22 Jul 2024
- 2024GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval17 Jul 2024
- 2024Multi-Object Tracking in the Dark10 May 2024
- 2023Dimma: Semi-supervised Low Light Image Enhancement with Adaptive Dimming14 Oct 2023
- 2023CNN Injected Transformer for Image Exposure Correction8 Sep 2023
- 2023Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correction2 Sep 2023
- 2023Learning Semantic-Aware Knowledge Guidance for Low-Light Image Enhancement14 Apr 2023
- 2023Unsupervised HDR Image and Video Tone Mapping via Contrastive Learning13 Mar 2023
- 2022Noise Self-Regression: A New Learning Paradigm to Enhance Low-Light Images Without Task-Related Data9 Nov 2022
12 newest of 15 All 15 (JSON)