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Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Prior [article]

Kaihao Zhang, Wenhan Luo, Yanjiang Yu, Wenqi Ren, Fang Zhao, Changsheng Li, Lin Ma, Wei Liu, Hongdong Li
2021 arXiv   pre-print
Moreover, even for single image based monocular deraining, many current methods fail to complete the task satisfactorily because they mostly rely on per pixel loss functions and ignore semantic information  ...  Finally, a parallel stereo deraining network fuses semantic and multi-view information to restore finer results. We also propose new stereo based rainy datasets for benchmarking.  ...  PRRNet fuses the semantic information and multi-view information via SFNet and VFNet, respectively, to obtain the final stereo deraining images.  ... 
arXiv:2105.03830v1 fatcat:icmkotgvsbbpppoxywuykyqbrq

2021 Index IEEE Transactions on Image Processing Vol. 30

2021 IEEE Transactions on Image Processing  
From Monocular Hyperspectral Image.  ...  Bai, J., +, TIP 2021 5327-5338 Multi-Scale Spatial Attention-Guided Monocular Depth Estimation With Semantic Enhancement.  ... 
doi:10.1109/tip.2022.3142569 fatcat:z26yhwuecbgrnb2czhwjlf73qu

2021 Index IEEE Transactions on Multimedia Vol. 23

2021 IEEE transactions on multimedia  
., +, TMM 2021 3957-3967 Adaptive filters Deep Single Image Deraining via Modeling Haze-Like Effect.  ...  ., +, TMM 2021 3059-3072 Deep Single Image Deraining via Modeling Haze-Like Effect. Wang, Y., +, TMM 2021 2481-2492 Utilizing Two-Phase Processing With FBLS for Single Image Deraining.  ...  Liao, J., and Kwong, S., Semantic Example Guided Image-to-Image Translation; TMM 2021 1654-1665 Huang, J., see Gong, X., TMM 2021 2820-2832 Huang, J., see Zhong, H., TMM 2021 1264 -1273 Huang, K., see  ... 
doi:10.1109/tmm.2022.3141947 fatcat:lil2nf3vd5ehbfgtslulu7y3lq

2021 Index IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 43

2022 IEEE Transactions on Pattern Analysis and Machine Intelligence  
Mohr, F., +, TPAMI Sept. 2021 3055-3066 Single Image Deraining: From Model-Based to Data-Driven and Beyond.  ...  ., +, TPAMI Oct. 2021 3365-3387 Single Image Deraining: From Model-Based to Data-Driven and Beyond. Yang, W., +, TPAMI Nov. 2021 4059-4077 Detectors AP-Loss for Accurate One-Stage Object Detection.  ... 
doi:10.1109/tpami.2021.3126216 fatcat:h6bdbf2tdngefjgj76cudpoyia

When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey

Chongzhen Zhang, Jianrui Wang, Gary G. Yen, Chaoqiang Zhao, Qiyu Sun, Yang Tang, Feng Qian, Jürgen Kurths
2020 Patterns  
style transfer, image super-resolution, image deblurring/dehazing/rain removal, semantic segmentation, depth estimation, pedestrian detection, and person re-identification.  ...  With widespread applications of artificial intelligence (AI), the capabilities of the perception, understanding, decision-making, and control for autonomous systems have improved significantly in recent  ...  Considering that stereo cameras are more commonly used in unmanned aerial vehicles, Zhou et al. 224 focused their research on the deblurring of stereo images. Image Dehazing.  ... 
doi:10.1016/j.patter.2020.100050 pmid:33205114 pmcid:PMC7660378 fatcat:vs7wm2yrwjamjbaml36663wvze

When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey [article]

Chongzhen Zhang, Jianrui Wang, Gary G. Yen, Chaoqiang Zhao, Qiyu Sun, Yang Tang, Feng Qian, Jürgen Kurths
2020 arXiv   pre-print
style transfer, image superresolution, image deblurring/dehazing/rain removal, semantic segmentation, depth estimation, pedestrian detection and person re-identification (re-ID).  ...  With widespread applications of artificial intelligence (AI), the capabilities of the perception, understanding, decision-making and control for autonomous systems have improved significantly in the past  ...  [202] focused the research on the deblurring of stereo images. Image dehazing.  ... 
arXiv:2003.12948v3 fatcat:qtmjs74p2vh6thdotbhgebdvoi

Table of contents

2021 ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)  
................... 2140 VIDEO DERAINING Xinwei Xue, Xiangyu Meng, Long Ma, Risheng Liu, Xin Fan, Dalian University of Technology, China IVMSP-19.3: DENSE FEATURE PYRAMID GRIDS NETWORK FOR SINGLE IMAGE  ...  , China; Junyang Chen, Shenzhen University, China IVMSP-19.4: A FAST AND EFFICIENT NETWORK FOR SINGLE IMAGE DERAINING ................................... 2150 Youzhao Yang, Hong Lu, Fudan University, China  ... 
doi:10.1109/icassp39728.2021.9414617 fatcat:m5ugnnuk7nacbd6jr6gv2lsfby

2020 Index IEEE Transactions on Image Processing Vol. 29

2020 IEEE Transactions on Image Processing  
., +, TIP 2020 9152-9164 Single Image Deraining Using Bilateral Recurrent Network. Ren, D., +, TIP 2020 6852-6863 Single Image Deraining Using Time-Lapse Data.  ...  ., +, TIP 2020 4568-4582 Unsupervised Monocular Depth Estimation From Light Field Image.  ... 
doi:10.1109/tip.2020.3046056 fatcat:24m6k2elprf2nfmucbjzhvzk3m

Table of Contents

2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
and Stereo Matching 2492 Xiaodong Gu (Alibaba A.I.  ...  Chung (Department of Computer Science and Engineering, The Hong Kong University of Science and Technology) Distilled Semantics for Comprehensive Scene Understanding from Videos 4653 Fabio Tosi (Department  ... 
doi:10.1109/cvpr42600.2020.00004 fatcat:c7els2kee5cq7lh6cemeqhdcoa

Table of Contents

2021 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)  
A Two-Stage Deep Network for High Dynamic Range Image Reconstruction 550  ...  Symmetric Parallax Attention for Stereo Image Super-Resolution 766 Yingqian Wang (National University of Defense Technology), Xinyi Ying (National University of Defense Technology), Longguang Wang (National  ...  Deraining 872 Xiang Chen (Shenyang Aerospace University, China), Yufeng Huang (Shenyang Aerospace University, China), and Lei Xu (Shenyang Fire Science and Technology Research Institute of MEM, China)  ... 
doi:10.1109/cvprw53098.2021.00004 fatcat:yh3zw4afzneeza6jrd6377fd3y