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


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:Apr 23, 2026 at 15:05:02