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AutoRemover: Automatic Object Removal for Autonomous Driving Videos [article]

Rong Zhang, Wei Li, Peng Wang, Chenye Guan, Jin Fang, Yuhang Song, Jinhui Yu, Baoquan Chen, Weiwei Xu, Ruigang Yang
2019 arXiv   pre-print
Motivated by the need for photo-realistic simulation in autonomous driving, in this paper we present a video inpainting algorithm AutoRemover, designed specifically for generating street-view videos without  ...  To deal with shadows, we build up an autonomous driving shadow dataset and design a deep neural network to detect shadows automatically.  ...  Acknowledgements Weiwei Xu is partially supported by NSFC (No. 61732016) and the fundamental research fund for the central universities. Jinhui Yu is partially supported by NSFC (No. 61772463).  ... 
arXiv:1911.12588v1 fatcat:223s5gmqjbczzcccbb6pt64neq

AutoRemover: Automatic Object Removal for Autonomous Driving Videos

Rong Zhang, Wei Li, Peng Wang, Chenye Guan, Jin Fang, Yuhang Song, Jinhui Yu, Baoquan Chen, Weiwei Xu, Ruigang Yang
2020 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
Motivated by the need for photo-realistic simulation in autonomous driving, in this paper we present a video inpainting algorithm AutoRemover, designed specifically for generating street-view videos without  ...  To deal with shadows, we build up an autonomous driving shadow dataset and design a deep neural network to detect shadows automatically.  ...  Acknowledgements Weiwei Xu is partially supported by NSFC (No. 61732016) and the fundamental research fund for the central universities. Jinhui Yu is partially supported by NSFC (No. 61772463).  ... 
doi:10.1609/aaai.v34i07.6982 fatcat:kgrz7qzw6zhmrcsdoearrzzwna

DVI: Depth Guided Video Inpainting for Autonomous Driving [article]

Miao Liao, Feixiang Lu, Dingfu Zhou, Sibo Zhang, Wei Li, Ruigang Yang
2020 arXiv   pre-print
To get clear street-view and photo-realistic simulation in autonomous driving, we present an automatic video inpainting algorithm that can remove traffic agents from videos and synthesize missing regions  ...  To our knowledge, we are the first to fuse multiple videos for video inpainting.  ...  Conclusion In this paper, we propose an automatic video inpainting algorithm that removes object from videos and synthesizes missing regions with the guidance of depth.  ... 
arXiv:2007.08854v1 fatcat:7zitrsnbbrf57oiccarkhgcwci

Dynamic memory management for the efficient utilization of graphics processing units in interactive machine learning development [article]

Georgios Alexopoulos, National Technological University Of Athens
2022
The initial driving force behind GPU innovation was the demand for ever more pristine graphics [5].  ...  The Deployment Controller watches for Deployment Objects on the API Server, and, when it notices the new Deploy- ment, it creates 3 Pod Objects.  ... 
doi:10.26240/heal.ntua.21988 fatcat:3gr6hgyejzf4rogwdq6xag6diq