mlsanityData to 7 Oct 2026

NTIRE 2020 Challenge on NonHomogeneous Dehazing

arXiv 2005.03457 ↗First posted 7 May 2020cs.CVcited by 31

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Abstract (arXiv)

This paper reviews the NTIRE 2020 Challenge on NonHomogeneous Dehazing of images (restoration of rich details in hazy image). We focus on the proposed solutions and their results evaluated on NH-Haze, a novel dataset consisting of 55 pairs of real haze free and nonhomogeneous hazy images recorded outdoor. NH-Haze is the first realistic nonhomogeneous haze dataset that provides ground truth images. The nonhomogeneous haze has been produced using a professional haze generator that imitates the real conditions of haze scenes. 168 participants registered in the challenge and 27 teams competed in the final testing phase. The proposed solutions gauge the state-of-the-art in image dehazing.

Key facts. Cited by 31 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 May 2020.

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Citing papers per year: 2021: 11; 2022: 2; 2023: 7; 2024: 7; 2025: 1; 2026: 3.

31 papers.

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  1. 2021Contrastive Learning for Compact Single Image Dehazingcited by 219
  2. 2023Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion Modelscited by 86
  3. 2021Perceiving and Modeling Density is All You Need for Image Dehazingcited by 30
  4. 2022Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removalcited by 28
  5. 2024ShadowRefiner: Towards Mask-free Shadow Removal via Fast Fourier Transformercited by 20
  6. 2021A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learningcited by 19
  7. 2021Stacked Deep Multi-Scale Hierarchical Network for Fast Bokeh Effect Rendering from a Single Imagecited by 18
  8. 2021Towards Domain Invariant Single Image Dehazingcited by 17
  9. 2021A Two-branch Neural Network for Non-homogeneous Dehazing via Ensemble Learningcited by 16
  10. 2023SCANet: Self-Paced Semi-Curricular Attention Network for Non-Homogeneous Image Dehazingcited by 15
  11. 2021Efficient and Accurate Multi-scale Topological Network for Single Image Dehazingcited by 13
  12. 2024DehazeDCT: Towards Effective Non-Homogeneous Dehazing via Deformable Convolutional Transformercited by 10
19 more
  1. 2023A Data-Centric Solution to NonHomogeneous Dehazing via Vision Transformercited by 9
  2. 2024Towards Image Ambient Lighting Normalizationcited by 9
  3. 2023Breaking Through the Haze: An Advanced Non-Homogeneous Dehazing Method based on Fast Fourier Convolution and ConvNeXtcited by 8
  4. 2026CLIP-Guided Data Augmentation for Night-Time Image Dehazingcited by 8
  5. 2023NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Resultscited by 7
  6. 2021Non-Homogeneous Haze Removal via Artificial Scene Prior and Bidimensional Graph Reasoningcited by 6
  7. 2023NTIRE 2023 Quality Assessment of Video Enhancement Challengecited by 6
  8. 2024WaveletFormerNet: A Transformer-based Wavelet Network for Real-world Non-homogeneous and Dense Fog Removalcited by 4
  9. 2024HazeSpace2M: A Dataset for Haze Aware Single Image Dehazingcited by 4
  10. 2021CAR -- Cityscapes Attributes Recognition A Multi-category Attributes Dataset for Autonomous Vehiclescited by 2
  11. 2022GlideNet: Global, Local and Intrinsic based Dense Embedding NETwork for Multi-category Attributes Predictioncited by 1
  12. 2021Efficient Re-parameterization Residual Attention Network For Nonhomogeneous Image Dehazingcited by 0
  13. 2021DAMix: A Density-Aware Mixup Augmentation for Single Image Dehazing under Domain Shiftcited by 0
  14. 2023Streamlined Global and Local Features Combinator (SGLC) for High Resolution Image Dehazingcited by 0
  15. 2024DedustNet: A Frequency-dominated Swin Transformer-based Wavelet Network for Agricultural Dust Removalcited by 0
  16. 2024Adaptive Frequency Enhancement Network for Single Image Derainingcited by 0
  17. 2025Residual-based Efficient Bidirectional Diffusion Model for Image Dehazing and Haze Generationcited by 0
  18. 2026HistoFusionNet: Histogram-Guided Fusion and Frequency-Adaptive Refinement for Nighttime Image Dehazingcited by 0
  19. 2026Multi-Branch Non-Homogeneous Image Dehazing via Concentration Partitioning and Image Fusioncited by 0