mlsanityData to 7 Oct 2026

NTIRE 2024 Challenge on Low Light Image Enhancement: Methods and Results

arXiv 2404.14248 ↗First posted 22 Apr 2024cs.CVcited by 26

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Abstract (arXiv)

This paper reviews the NTIRE 2024 low light image enhancement challenge, highlighting the proposed solutions and results. The aim of this challenge is to discover an effective network design or solution capable of generating brighter, clearer, and visually appealing results when dealing with a variety of conditions, including ultra-high resolution (4K and beyond), non-uniform illumination, backlighting, extreme darkness, and night scenes. A notable total of 428 participants registered for the challenge, with 22 teams ultimately making valid submissions. This paper meticulously evaluates the state-of-the-art advancements in enhancing low-light images, reflecting the significant progress and creativity in this field.

Key facts. Cited by 26 papers in the map (data through 7 Oct 2026). Builds on 45 of its 80 references that are in the map. First posted on arXiv 22 Apr 2024.

Builds on

45 of 80 references.

References · 45

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33 more
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  13. 2023Global Structure-Aware Diffusion Process for Low-Light Image Enhancementcited by 92
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Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 7; 2025: 12; 2026: 7.

26 papers.

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  1. 2024DarkIR: Robust Low-Light Image Restorationcited by 48
  2. 2025MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devicescited by 12
  3. 2024NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challengecited by 9
  4. 2024Deep RAW Image Super-Resolution. A NTIRE 2024 Challenge Surveycited by 6
  5. 2025Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Designcited by 5
  6. 2025Dark-EvGS: Event Camera as an Eye for Radiance Field in the Darkcited by 5
  7. 2025UltraFast-LiNET: Light-weight multi-scale shift convolutional network for real-time low-light image enhancementcited by 5
  8. 2024NTIRE 2024 Challenge on Night Photography Renderingcited by 4
  9. 20253rd Workshop on Maritime Computer Vision (MaCVi) 2025: Challenge Resultscited by 4
  10. 2025IGDNet: Zero-Shot Robust Underexposed Image Enhancement via Illumination-Guided and Denoisingcited by 4
  11. 2025Illuminating Darkness: Learning to Enhance Low-light Images In-the-Wildcited by 3
  12. 2024From Darkness to Detail: Frequency-Aware SSMs for Low-Light Visioncited by 2
14 more
  1. 2026RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenescited by 2
  2. 2026PixRestore: Unified Image Restoration via Pixel Diffusion Transformercited by 2
  3. 2025A Preliminary Study on GPT-Image Generation Model for Image Restorationcited by 1
  4. 2025NTIRE 2025 Image Shadow Removal Challenge Reportcited by 1
  5. 2025NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Resultscited by 1
  6. 2026Anchor then Polish for Low-light Enhancementcited by 1
  7. 2024Technique Report of CVPR 2024 PBDL Challengescited by 0
  8. 2024NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Resultscited by 0
  9. 2025Tuning adaptive gamma correction (TAGC) for enhancing images in low lighcited by 0
  10. 2025Diffusion Models for Low-Light Image Enhancement: A Multi-Perspective Taxonomy and Performance Analysiscited by 0
  11. 2026Real-Time Underwater Image Enhancement via Frequency-Guided Dual-Path Attentioncited by 0
  12. 2026WREN: Low Light Image Enhancement Using Retinex theory-based Double U-Net-like Structurescited by 0
  13. 2026The Devil is in the Dark Pixels: Toward Brightness Bias-Robust Denoisingcited by 0
  14. 2026Rethinking Image Processing for the Age of AI: A Problem-First Framework for Scientific Progresscited by 0