Dehazing Evaluation: Real-World Benchmark Datasets, Criteria, and Baselines

Zhao, Shiyu, Zhang, Lin, Huang, Shuaiyi, Shen, Ying, Zhao, Shengjie·2020·IEEE Transactions on Image Processing

Cited by (169)

Items 101–169 of 169

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  6. FreqGAN-GWO: Frequency-domain generative adversarial network with grey wolf optimizer for robust single-image dehazing
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  7. P3C-DNet: Pseudo-Groundtruth Contrastive Learning With Color Calibration Dehazing Network
    Huihuang Zhao, Ze Ouyang, Weiliang Meng, Paul L. Rosin, Yu‐Kun Lai, Wang Yao-nan · 2026 · IEEE Transactions on Image Processing
  8. Dehazing in hyperspectral images: the GRANHHADA database
    Sol Fernández-Carvelo, Miguel Ángel Martínez‐Domingo, Eva M. Valero, Javier Hernández Andrés · 2023 · Scientific Reports
  9. Effective polarization-based image dehazing through 3D convolution network
    Xin Wang, Wei Fu, Haichao Yu, Yong Zhang · 2024 · Signal Image and Video Processing
  10. Semi-supervised dehazing method based on image enhancement and multi-negative contrastive auxiliary learning
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  11. HDNet: A dual-stream network with progressive fusion for image hazing detection
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  12. Study on Practical Utility of Image Dehazing Algorithms Based on Deep Learning in Computer Vision Scene Understanding
    Linhui Li, Xinliang Zhang, Jing Lian, Yifan Zhang, Yan Chun Zhao · 2022 · Lecture notes in computer science
  13. Remote Sensing and Natural Image Dehazing using DCP based IDERS Framework
    Nakka Shivakumar, Naluguru Udaya Kumar, Srinivas Bachu, M. Aravind Kumar · 2022 · International Conference on Electrical, Electronics, Information and Communication Technologies (ICEEICT)
  14. QSU-Net: QCNN with Self-attention based U-Net for Single Image Dehazing
    Banala Revanth, Manoj Kumar, Sanjay Kumar Dwivedi · 2024 · Research Square
  15. Semi-supervised single-image dehazing based on spatial-channel feature enhancement
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  17. MixViT: Single image dehazing using Mixed Attention based Vision Transformer
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  18. Haze Hue and Haze Saturation Priors for Single Image Dehazing
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  19. ColorBranchNet: A Triple-Channel Branch Network for Single Image Dehazing
    Bingqing Yang, Maoli Wang, Jianlei Liu · 2026 · Circuits Systems and Signal Processing
  20. Unsupervised Dehazing of Real-World Images with Frequency-Aware Learning
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  21. Follow your prompts: Controllable image dehazing via latent space manipulation
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  22. CARLA-Haze: A Synthetic Benchmark for Outdoor Image Dehazing
    Henry O. Velesaca, Leo Ramos, Angel Domingo Sappa · 2026 · IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)
  23. Color layers -Based progressive network for Single image dehazing
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  24. Toward underwater image enhancement: new dataset and white balance priors-based fusion network
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  25. Gradient-Based Metrics for the Evaluation of Image Defogging
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  27. MIDNet: A Weakly Supervised Multipath Interaction Network for Image Defogging*
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  28. Scene-Modulated High-Order Statistical Representation Learning for No-Reference Super-Resolution Image Quality Assessment
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  29. Contour-Based Metric for the Evaluation of Image Defogging without a Ground Truth
    Gerard DeMas-Giménez, Pablo García-Gómez, Josep R. Casas, Santiago Royo · 2022 · Preprints.org
  30. Advancing Real-world Image Dehazing: A Comprehensive Dataset and Evaluation Metrics
    Luigi Celona, Flavio Piccoli · 2024 · Research Square
  31. 2020 Index IEEE Transactions on Image Processing Vol. 29
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  32. 3D modelling of survey scene from images enhanced with a multi-exposure fusion
    K.L. Chan, Liping Li, Arthur W. T. Leung, Ho‐Yin Chan · 2021 · arXiv (Cornell University)
  33. Improved Image Dehazing Algorithm Based on Multi-scale Feature Fusion
    Xinyu Liu, Jie Yang, Wusheng Shang · 2021 · IEEE International Conference on Signal and Image Processing (ICSIP)
  34. A Method for Dehazing Based on CycleGAN
    Yue Hu, Chun‐Yu Chen, Siyi Hou, Menglong Yang · 2022 · Journal of Physics Conference Series
  35. Enhanced three‐dimensional model reconstruction based on local ternary pattern‐guided fusion of multi‐exposure images
    K.L. Chan, Liping Li, Arthur W. T. Leung, Ho‐Yin Chan · 2023 · IET Image Processing
  36. A Novel Multi-Scale Residual Dense Dehazing Network (MSRDNet) for Single Image Dehazing✱
    Chippy M Manu, K. G. Sreeni · 2022 · Indian Conference on Computer Vision, Graphics and Image Processing
  37. Image Defogging based on Combined Sparse Gradient Minimization and CNN Architecture
    Anisha Jana, Upendra Kumar Sahoo · 2023 · International Conference on Microwave, Optical and Communication Engineering
  38. SSDC-GAN: Same Size Densely Connected GAN for Dehazing Network
    Juan Wang, Chang Ding, Yonggang Ye, Minghu Wu, Zetao Zhang, Sheng Wang, Hao Yang, Ye Cao · 2023 · Atlantis Highlights in Intelligent Systems/Atlantis highlights in intelligent systems
  39. Feature aggregation and modulation network for single image dehazing
    Fei Tan, Xiaoyuan Yu, Renjie Wang, Bao-quan Ai, Feng-guo Li · 2023 · Multimedia Tools and Applications
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  42. Image Restoration for Beautification
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  43. Multi-Scale Image Dehazing Algorithm Based on Improved Aod-Net
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  44. A Novel Three-Stage Dehazing Model Using Improved Auto-Color Transfer Method, Adaptive Dehazing, and Adaptive Contrast Enhancement
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  45. Transformer-Based Image Dehazing with Accurate Color Restoration
    Ji Lin Guo, Ting Zhang · 2024 · International Conference on Computing and Pattern Recognition (ICCPR)
  46. A Review of Research on Image Defogging Based on Deep Learning
    波涛 吉 · 2025 · Journal of Image and Signal Processing
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  49. Experimental approach to single-image dehazing and color restoration of foggy scenes
    Prasenjit Praharaj, M. K. Bhuyan · 2025 · Journal of the Optical Society of America A
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  51. A Review of Research Progress on Image Dehazing Algorithms
    Sheng Zhong, Junling Zhao, Tian Mao, Meimei Song, Xiaochun Zhang, Feiran Xu · 2024 · Asian Conference on Artificial Intelligence Technology (ACAIT)
  52. KG-Net: An effective knowledge-guided framework for single image dehazing via feature enhanced representation
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  53. Hazy Input Upgradation and Multi-Feature Fusion-based Multi-Scale Residual Neural Network for Haze Removal
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  54. Revitalizing Image Dehazing in the Real World: A High-Quality Dataset and a Customized Method
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  57. Neural network-based framework for wide visibility dehazing with synthetic benchmarks
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  58. A comprehensive review of single-image: Dehazing datasets, evaluation metrics, and challenges in handling varying haze densities and color distortions
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  59. Soft Gating and Multi-Granularity Attention Guided Network for Infrared-Visible Dehazing
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  60. Towards Adaptive Adverse Weather Removal via Semantic and Low-Level Visual Perceptual Priors
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  61. Triple-branch dehazing network with grayscale distribution alignment for IoT-Driving visual perception
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  62. An unsupervised defogging network with detail-preserving decomposition for real-world images
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  66. Two-Stage Controllable Image Dehazing via Latent Space Operations
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  69. Soft Gating and Multi-Granularity Attention guided network for infrared-visible dehazing
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