4.11.2.8.5 Image Dehazing for Driving, Roads, Traffic

Chapter Contents (Back)
Haze. Dehazing. Driving. Traffic. 2604

See also Infrared Imagery Analysis.
See also Image and Sensor Fusion -- IR and Thermal with Visible.

Liu, J.L.[Jian-Lei],
Visibility distance estimation in foggy situations and single image dehazing based on transmission computation model,
IET-IPR(12), No. 7, July 2018, pp. 1237-1244.
DOI Link 1806
BibRef

Mehra, A.[Aryan], Mandal, M.[Murari], Narang, P.[Pratik], Chamola, V.[Vinay],
ReViewNet: A Fast and Resource Optimized Network for Enabling Safe Autonomous Driving in Hazy Weather Conditions,
ITS(22), No. 7, July 2021, pp. 4256-4266.
IEEE DOI 2107
BibRef
And: Correction: ITS(23), No. 3, March 2022, pp. 2888-2888.
IEEE DOI 2203
Image color analysis, Atmospheric modeling, Autonomous vehicles, Task analysis, Scattering, Meteorology, Vehicular vision, dehazing, lightweight BibRef

Liu, F.X.[Fu-Xiang], Zang, C.[Chen], Li, L.[Lei], Xu, C.F.[Chun-Feng], Luo, J.M.[Jing-Min],
ConvNeXt-Haze: A Fog Image Classification Algorithm for Small and Imbalanced Sample Dataset Based on Convolutional Neural Network,
IEICE(E106-D), No. 4, April 2023, pp. 488-494.
WWW Link. 2304
BibRef

Lyu, N.[Nana], Zhao, J.[Jian], Liu, P.B.[Peng-Bo], Li, L.H.[Lin-Hui], He, Y.J.[Ying-Jie], Su, T.[Tianfa], Wen, J.X.[Jian-Xi],
Scene-Adaptive Real-Time Fast Dehazing and Detection in Driving Environment,
ITS(24), No. 12, December 2023, pp. 15288-15299.
IEEE DOI 2312
BibRef

Wei, X.[Xuqin], Zheng, S.J.[Shi-Jun], Yang, L.[Lina],
SmokeAttack: Physically-based adversarial smoke for LiDAR point cloud detectors,
PR(173), 2026, pp. 112920.
Elsevier DOI 2601
Adversarial attack, Smoke simulation, Computational fluid dynamics, 3D object detection, Autonomous driving BibRef

Kolekar, M.H.[Maheshkumar H.], Chhatbar, H.D.[Hemang Dipakbhai], Bose, S.[Samprit],
Dehaze-cGAN: Image dehazing using a multi-head attention-based conditional GAN for traffic video monitoring,
JVCIR(113), 2025, pp. 104619.
Elsevier DOI 2512
Image dehazing, Conditional generative adversarial network, Multi-head attention, Channel attention, License plate detection BibRef

Zhang, S.D.[Sheng-Dong], Zhang, X.Q.[Xiao-Qin], Shen, L.L.[Lin-Lin], Wan, S.H.[Shao-Hua], Ren, W.Q.[Wen-Qi],
Wavelet-based physically guided normalization network for real-time traffic dehazing,
PR(172), 2026, pp. 112451.
Elsevier DOI 2512
Dehazing, Wavelet decomposition, Physically guided normalization BibRef

Ju, M.[Mingye], Lyu, T.Y.[Tian-Yi], He, C.M.[Chun-Ming], Liu, Q.S.[Qing-Shan], Ma, K.K.[Kai-Kuang],
An Unsupervised Image Dehazing With Scene Geometry Prior for Road Traffic Scenarios,
IP(35), 2026, pp. 3954-3969.
IEEE DOI 2604
Feeds, Antennas, Integrated circuits, Circuits, Central Processing Unit, MIMICs, Rectifiers, atmospheric scattering model BibRef

Ling, P.Y.[Peng-Yang], Chen, H.[Huaian], Wang, H.X.[Hao-Xuan], Gu, Y.X.[Yu-Xuan], Jin, Y.[Yi], Zheng, J.J.[Jin-Jin], Chen, E.[Enhong],
Efficient Haze Removal via Scene Depth Ordering for Robust Traffic Monitoring,
ITS(27), No. 4, April 2026, pp. 4521-4534.
IEEE DOI 2604
Image color analysis, Atmospheric modeling, Estimation, Image dehazing, Degradation, Monitoring, Scattering, visibility improvement BibRef

Chen, Z.[Zan], Cao, Y.[Yu], Feng, Y.J.[Yuan-Jing], Hou, X.S.[Xing-Song], Qian, X.M.[Xue-Ming],
Learning-based haze visibility ranking score for real-world traffic surveillance images,
JVCIR(117), 2026, pp. 104770.
Elsevier DOI Code:
WWW Link. 2604
Haze visibility, Dataset, Pairwise loss, Ranking score, Traffic images BibRef

Peng, Z.Y.[Zhi-Yong], Chen, Y.X.[Yu-Xiang], Du, J.[Jiang], Qiao, Y.L.[Yu-Long],
A Dehazing Network and Self-Supervised Transfer Learning Method in Highway Surveillance Scenes,
ITS(27), No. 5, May 2026, pp. 6016-6026.
IEEE DOI 2605
Feature extraction, Road transportation, Transfer learning, Adaptation models, Real-time systems, PSNR, Inference algorithms, self-supervised transfer learning BibRef

Zheng, Y.[Yu], Fang, W.X.[Wen-Xuan], Hu, X.T.[Xian-Tao], Fan, J.K.[Jun-Kai], Weng, J.W.[Jiang-Wei], Li, J.[Jun], Zhang, K.[Kai], Yang, J.[Jian],
DVDPEC: Driving-Video Dehazing via Position Embedding-Based Codebook,
CirSysVideo(36), No. 5, May 2026, pp. 6814-6825.
IEEE DOI 2605
Videos, Visualization, Image restoration, DVD, Image dehazing, Training, Optical flow, Estimation, Degradation, Accuracy, real-world dehazing BibRef

Gade, H.B.[Harish Babu], Odugu, V.K.[Venkata Krishna], R, A.R.[Anirudh Reddy], Pendem, S.[Sireesha],
A novel and efficient image dehazing technique for Advanced Driver Assistance Systems,
JVCIR(112), 2025, pp. 104570.
Elsevier DOI 2511
Advanced Driver Assistance System, Dehazing, Transmission Rate Estimation, AirLight Estimation and PSNR BibRef


Wang, R.G.[Rui-Geng], Guo, X.D.[Xiao-Dong], Shi, M.X.[Ming-Xin], Wang, J.X.[Jia-Xuan], Heidari, S.[Shahrokh], Rogers, M.[Mitchell], Cruz, G.A.Z.[Gibrán Alfonso Zazueta], Delmas, P.[Patrice],
AOD-RSE: Improved Dehazing Network for Object Detection Models in Self-Driving Scenarios,
IVCNZ25(1-6)
IEEE DOI 2601
YOLO, Training, Performance evaluation, Roads, Pipelines, Performance gain, Reliability engineering, Stability analysis, Object Detection BibRef

Fan, J.K.[Jun-Kai], Weng, J.W.[Jiang-Wei], Wang, K.[Kun], Yang, Y.J.[Yi-Jun], Qian, J.J.[Jian-Jun], Li, J.[Jun], Yang, J.[Jian],
Driving-Video Dehazing with Non-Aligned Regularization for Safety Assistance,
CVPR24(26109-26119)
IEEE DOI 2410
Training, Fuses, Roads, Cameras, Safety BibRef

Chapter on Computational Vision, Regularization, Connectionist, Morphology, Scale-Space, Perceptual Grouping, Wavelets, Color, Sensors, Optical, Laser, Radar continues in
Infrared Image Dehazing, Visible-Infrared Fusion .


Last update:Jul 24, 2026 at 15:25:55