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A Survey of Recent Advances for Single Image Haze Removal Techniques

https://doi.org/10.2139/ssrn.4088222
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51/51 checkable references clean · checked 2026-09-16

Every reference with a DOI in the deposited reference list resolved to a known work in Crossref or DataCite at the dated check, and none carried a retraction, withdrawal, or removal notice.

104 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

The 51 checked references that resolve
resolves10.1364/AO.42.000511
Polarization-based vision through haze
resolves10.1364/OE.22.019523
Image dehazing using polarization effects of objects and airlight
resolves10.1109/TPAMI.2003.1201821
Contrast restoration of weather degraded images
resolves10.1023/B:VLSI.0000028532.53893.82
Realization of the Contrast Limited Adaptive Histogram Equalization (CLAHE) for Real-Time Image Enhancement
resolves10.5201/ipol.2014.107
Multiscale Retinex
resolves10.1109/36.981363
Haze detection and removal in high resolution satellite image with wavelet analysis
resolves10.1016/j.ijleo.2013.12.077
Improved wavelet transform algorithm for single image dehazing
resolves10.1016/j.cviu.2017.08.002
Efficient single image dehazing and denoising: An efficient multi-scale correlated wavelet approach
resolves10.1109/TPAMI.2010.168
Single Image Haze Removal Using Dark Channel Prior
resolves10.1016/0167-8655(92)90069-C
A fast algorithm for local minimum and maximum filters on rectangular and octagonal kernels
resolves10.1145/1409060.1409069
Deep photo
resolves10.1049/iet-cvi.2013.0011
Single image haze removal using content‐adaptive dark channel and post enhancement
resolves10.1109/MITS.2012.2189969
Vision Enhancement in Homogeneous and Heterogeneous Fog
resolves10.1007/s11263-011-0508-1
Bayesian Defogging
resolves10.1109/TIP.2015.2482903
Edge-Preserving Decomposition-Based Single Image Haze Removal
resolves10.1109/TPAMI.2012.213
Guided Image Filtering
resolves10.1109/TIP.2014.2371234
Weighted Guided Image Filtering
resolves10.1109/TIP.2016.2598681
DehazeNet: An End-to-End System for Single Image Haze Removal
resolves10.1109/TMM.2017.2771472
Single Image Dehazing Using Ranking Convolutional Neural Network
resolves10.1023/A:1010933404324
Random Forests
resolves10.1109/TIP.2017.2750418
Single Image De-Hazing Using Globally Guided Image Filtering
resolves10.1109/TIP.2015.2456502
Referenceless Prediction of Perceptual Fog Density and Perceptual Image Defogging
resolves10.1109/TIP.2018.2837900
Image Haze Removal via Reference Retrieval and Scene Prior
resolves10.1049/iet-ipr.2017.0959
Saliency‐based dark channel prior model for single image haze removal
resolves10.1109/TNNLS.2017.2741975
Haze Removal Using Radial Basis Function Networks for Visibility Restoration Applications
resolves10.1109/TIP.2013.2262284
Single Image Dehazing by Multi-Scale Fusion
resolves10.1109/TIP.2018.2841198
Learning a Patch Quality Comparator for Single Image Dehazing
resolves10.1007/s10851-016-0670-8
Variational Contrast Enhancement of Gray-Scale and RGB Images
resolves10.1145/2651362
Dehazing Using Color-Lines
resolves10.1002/col.20070
The CIEDE2000 color-difference formula: Implementation notes, supplementary test data, and mathematical observations
resolves10.1109/ACCESS.2018.2833888
Image Dehazing Using Residual-Based Deep CNN
resolves10.1109/TIP.2017.2662206
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
resolves10.1109/ACCESS.2018.2818882
A Cascaded Convolutional Neural Network for Single Image Dehazing
resolves10.1109/TNNLS.2018.2862631
Learning Aggregated Transmission Propagation Networks for Haze Removal and Beyond
resolves10.1016/j.cviu.2017.09.003
Haze visibility enhancement: A Survey and quantitative benchmarking
resolves10.1137/130919696
Single Image Dehazing and Denoising: A Fast Variational Approach
resolves10.1109/TIP.2010.2092441
A Generalized Unsharp Masking Algorithm
resolves10.1109/TMM.2019.2908375
Single Image Haze Removal via Region Detection Network
resolves10.1068/p5321
A Biologically Inspired Algorithm for the Recovery of Shading and Reflectance Images
resolves10.1109/ACCESS.2019.2938218
Haze Removal Using Aggregated Resolution Convolution Network
resolves10.1109/ACCESS.2019.2920537
Multi-Feature-Based Bilinear CNN for Single Image Dehazing
resolves10.1109/ACCESS.2019.2937111
Multilayer Fusion and Chunk-Based Transmittance Estimation for Natural Hazy Image Enhancement
resolves10.1109/TMM.2017.2778565
Optimal Transmission Estimation via Fog Density Perception for Efficient Single Image Defogging
resolves10.1109/TIP.2019.2948279
Fast Single Image Dehazing Using Saturation Based Transmission Map Estimation
resolves10.1109/TIP.2019.2922837
FAMED-Net: A Fast and Accurate Multi-Scale End-to-End Dehazing Network
resolves10.1109/TIP.2019.2949392
Accurate Transmission Estimation for Removing Haze and Noise From a Single Image
resolves10.1109/TIP.2019.2934360
RYF-Net: Deep Fusion Network for Single Image Haze Removal
resolves10.1109/TIP.2019.2957929
Multi-Scale Deep Residual Learning-Based Single Image Haze Removal via Image Decomposition
resolves10.1016/j.jestch.2021.03.014
A fast and effective vision enhancement method for single foggy image
resolves10.1201/9781003138068-2
Recognition of Foggy Image for Surveillance Application
resolves10.1109/TIP.2021.3060873
RefineDNet: A Weakly Supervised Refinement Framework for Single Image Dehazing
The 104 references without a DOI — listed, not checked
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no DOI — not checkedHazeRD, set of realworld hazy images Hazy Image He et al.'s result [14] Zhu et al.'s result [22] Cai et al.'s result [29] Ren et al.'s result [36] Dudhane et al.'s result [95] Hazy Image He et al.'s result [14] Zhu et al.'s result [22] Cai et al.'s result [29] Ren et al.'s result [36] Dudhane et al.'s result
no DOI — not checkedref47
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no DOI — not checkedInstant dehazing of images using polarization
no DOI — not checkedChromatic framework for vision in bad weather
no DOI — not checkedImage defogging algorithm of single color image based on wavelet transform and histogram equalization
no DOI — not checkedVariable filter Retinex algorithm for foggy image enhancement
no DOI — not checkedA novel Retinex algorithm and its application to fog-degraded image enhancement
no DOI — not checkedVisibility in bad weather from a single image
no DOI — not checkedSingle image dehazing
no DOI — not checkedref70
no DOI — not checkedEffective image haze removal using dark channel prior and post-processing
no DOI — not checkedA Fast Single Image Haze Removal Algorithm Using Color Attenuation Prior
no DOI — not checkedEfficient image dehazing with boundary constraint and contextual regularization
no DOI — not checkedDetection of the atmospheric light in hazy images
no DOI — not checkedInvestigating haze-relevant features in a learning framework for image dehazing
no DOI — not checkedBack propagation neural network dehazing
no DOI — not checkedCaffe: Convolutional architecture for fast feature embedding
no DOI — not checkedNon-local image dehazing
no DOI — not checkedSingle image dehazing via multi-scale convolutional neural networks
no DOI — not checkedFast approximate energy minimization via graph cuts
no DOI — not checkedD-HAZY: A dataset to evaluate quantitatively dehazing algorithms
no DOI — not checkedAOD-Net: All-in-One dehazing network
no DOI — not checkedRobust image and video dehazing with visual artifact suppression via gradient residual minimization
no DOI — not checkedDehazing using non-local regularization with isodepth neighbor-fields
no DOI — not checkedIdentity mappings in deep residual networks
no DOI — not checkedSingle image dehazing and denoising combining dark channel prior and variational models
no DOI — not checkedAn Image Defogging method based on Multi-scale Retinex
no DOI — not checkedA fast single image dehazing method based on dark channel prior and Retinex theory
no DOI — not checkedIndoor segmentation and support inference from RGBD images
no DOI — not checkedDetail Preserved Single Image Dehazing Algorithm Based on Airlight Refinement
no DOI — not checkedGated fusion network for single image dehazing
no DOI — not checkedDensely connected pyramid dehazing network
no DOI — not checkedIndoor segmentation and support inference from RGBD images
no DOI — not checkedRetinex processing for automatic image enhancement
no DOI — not checkedDeep fully convolutional regression networks for single image haze in Proc
no DOI — not checkedImage dehazing by artificial multiple-exposure image fusion
no DOI — not checkedMulti-scale Optimal Fusion model for single image dehazing
no DOI — not checkedRecursive deep residual learning for single image dehazing
no DOI — not checkedSingle image dehazing using haze-lines
no DOI — not checkedNighttime dehazing by fusion
no DOI — not checkedFully pointwise convolutional neural network for modeling statistical regularities in natural images
no DOI — not checkedStrong baseline for single image dehazing with deep features and instance normalization
no DOI — not checkedTowards perceptual image dehazing by physics-based disentanglement and adversarial training
no DOI — not checkedProximal dehaze-net: A prior learning-based deep network for single image dehazing
no DOI — not checkedO-HAZE: A dehazing benchmark with real hazy and haze-free outdoor images
no DOI — not checkedBenchmarking single-image dehazing and beyond
no DOI — not checkedSingle image dehazing via conditional generative adversarial network
no DOI — not checkedref147
no DOI — not checkedRecognition of Surgically Altered Face Images: An Empirical Analysis on Recent Advances
no DOI — not checkedMorphological Map based Single Image Defogging
no DOI — not checkedHierarchical Feature Fusion with Mixed Convolution Attention for Single Image Dehazing
no DOI — not checkedEnhanced pix2pix dehazing network
no DOI — not checkedGridDehazenet: Attention-based multi-scale network for image dehazing
no DOI — not checkedSingle image dehazing via lightweight multi-scale networks
no DOI — not checkedC 2 MSNet: A novel approach for single image haze removal
no DOI — not checkedA Deep Similarity Metric Method Based on Incomplete Data for Traffic Anomaly Detection in IoT
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