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VisDrone-DET2019: The Vision Meets Drone Object Detection in Image Challenge Results

Recently, automatic visual data understanding from drone platforms becomes highly demanding. To facilitate the study, the Vision Meets Drone Object Detection in Image Challenge is held the second time in conjunction with the 17-th International Conference on Computer Vision (ICCV 2019), focuses on i...

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Main Authors: Du, Dawei, Zhu, Pengfei, Wen, Longyin, Bian, Xiao, Lin, Haibin, Hu, Qinghua, Peng, Tao, Zheng, Jiayu, Wang, Xinyao, Bo, Liefeng, Shi, Hailin, Zhu, Rui, Kumar, Aashish, Li, Aijin, Zinollayev, Almaz, Askergaliyev, Anuar, Schumann, Arne, Mao, Binjie, Lee, Byeongwon, Liu, Chang, Chen, Changrui, Pan, Chunhong, Huo, Chunlei, Yu, Da, Cong, DeChun, Zeng, Dening, Pailla, Dheeraj Reddy, Li, Di, Wang, Dong, Cho, Donghyeon, Zhang, Dongyu, Bai, Furui, Jose, George, Gao, Guangyu, Liu, Guizhong, Qi, Hao, Wang, Haoran, Qiu, Heqian, Li, HongLiang, Lu, Huchuan, Kim, Ildoo, Kim, Jaekyum, Shen, Jane, Lee, Jihoon, Ge, Jing, Xu, Jingjing, Zhou, Jingkai, Meier, Jonas, Choi, Jun Won, Hu, Junhao, Zhang, Junyi, Huang, Junying, Huang, Kaiqi, Wang, Keyang, Sommer, Lars, Jin, Lei, Zhang, Lei, Huang, Lianghua, Sun, Lin, Steinmann, Lucas, Jia, Meixia, Xu, Nuo, Zhang, Pengyi, Lv, Qingxuan, Liu, Qiong, Cheng, Qishang, Chennamsetty, Sai Saketh, Chen, Shuhao, Wei, Shuo, Kruthiventi, Srinivas S S, Hong, Sungeun, Kang, Sungil, Wu, Tong, Feng, Tuo, Kollerathu, Varghese Alex, Li, Wanqi, Dai, Wei, Qin, Weida, Wang, Weiyang, Wang, Xiaorui, Chen, Xiaoyu, Chen, Xin, Sun, Xin, Zhang, Xin, Zhao, Xin, Zhang, Xindi, Zhang, Xinyu, Chen, Xuankun, Wei, Xudong, Zhang, Xuzhang, Li, Yanchao, Chen, Yifu, Toh, Yu Heng, Zhang, Yu, Zhu, Yu, Zhong, Yunxin, Wang, Zexin, Wang, Zhikang, Song, Zichen, Liu, Ziming
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creator Du, Dawei
Zhu, Pengfei
Wen, Longyin
Bian, Xiao
Lin, Haibin
Hu, Qinghua
Peng, Tao
Zheng, Jiayu
Wang, Xinyao
Bo, Liefeng
Shi, Hailin
Zhu, Rui
Kumar, Aashish
Li, Aijin
Zinollayev, Almaz
Askergaliyev, Anuar
Schumann, Arne
Mao, Binjie
Lee, Byeongwon
Liu, Chang
Chen, Changrui
Pan, Chunhong
Huo, Chunlei
Yu, Da
Cong, DeChun
Zeng, Dening
Pailla, Dheeraj Reddy
Li, Di
Wang, Dong
Cho, Donghyeon
Zhang, Dongyu
Bai, Furui
Jose, George
Gao, Guangyu
Liu, Guizhong
Qi, Hao
Wang, Haoran
Qiu, Heqian
Li, HongLiang
Lu, Huchuan
Kim, Ildoo
Kim, Jaekyum
Shen, Jane
Lee, Jihoon
Ge, Jing
Xu, Jingjing
Zhou, Jingkai
Meier, Jonas
Choi, Jun Won
Hu, Junhao
Zhang, Junyi
Huang, Junying
Huang, Kaiqi
Wang, Keyang
Sommer, Lars
Jin, Lei
Zhang, Lei
Huang, Lianghua
Sun, Lin
Steinmann, Lucas
Jia, Meixia
Xu, Nuo
Zhang, Pengyi
Lv, Qingxuan
Liu, Qiong
Cheng, Qishang
Chennamsetty, Sai Saketh
Chen, Shuhao
Wei, Shuo
Kruthiventi, Srinivas S S
Hong, Sungeun
Kang, Sungil
Wu, Tong
Feng, Tuo
Kollerathu, Varghese Alex
Li, Wanqi
Dai, Wei
Qin, Weida
Wang, Weiyang
Wang, Xiaorui
Chen, Xiaoyu
Chen, Xin
Sun, Xin
Zhang, Xin
Zhao, Xin
Zhang, Xindi
Zhang, Xinyu
Chen, Xuankun
Wei, Xudong
Zhang, Xuzhang
Li, Yanchao
Chen, Yifu
Toh, Yu Heng
Zhang, Yu
Zhu, Yu
Zhong, Yunxin
Wang, Zexin
Wang, Zhikang
Song, Zichen
Liu, Ziming
description Recently, automatic visual data understanding from drone platforms becomes highly demanding. To facilitate the study, the Vision Meets Drone Object Detection in Image Challenge is held the second time in conjunction with the 17-th International Conference on Computer Vision (ICCV 2019), focuses on image object detection on drones. Results of 33 object detection algorithms are presented. For each participating detector, a short description is provided in the appendix. Our goal is to advance the state-of-the-art detection algorithms and provide a comprehensive evaluation platform for them. The evaluation protocol of the VisDrone-DET2019 Challenge and the comparison results of all the submitted detectors on the released dataset are publicly available at the website: http: //www.aiskyeye.com/. The results demonstrate that there still remains a large room for improvement for object detection algorithms on drones.
doi_str_mv 10.1109/ICCVW.2019.00030
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Tong</creatorcontrib><creatorcontrib>Feng, Tuo</creatorcontrib><creatorcontrib>Kollerathu, Varghese Alex</creatorcontrib><creatorcontrib>Li, Wanqi</creatorcontrib><creatorcontrib>Dai, Wei</creatorcontrib><creatorcontrib>Qin, Weida</creatorcontrib><creatorcontrib>Wang, Weiyang</creatorcontrib><creatorcontrib>Wang, Xiaorui</creatorcontrib><creatorcontrib>Chen, Xiaoyu</creatorcontrib><creatorcontrib>Chen, Xin</creatorcontrib><creatorcontrib>Sun, Xin</creatorcontrib><creatorcontrib>Zhang, Xin</creatorcontrib><creatorcontrib>Zhao, Xin</creatorcontrib><creatorcontrib>Zhang, Xindi</creatorcontrib><creatorcontrib>Zhang, Xinyu</creatorcontrib><creatorcontrib>Chen, Xuankun</creatorcontrib><creatorcontrib>Wei, Xudong</creatorcontrib><creatorcontrib>Zhang, Xuzhang</creatorcontrib><creatorcontrib>Li, Yanchao</creatorcontrib><creatorcontrib>Chen, Yifu</creatorcontrib><creatorcontrib>Toh, Yu Heng</creatorcontrib><creatorcontrib>Zhang, Yu</creatorcontrib><creatorcontrib>Zhu, 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To facilitate the study, the Vision Meets Drone Object Detection in Image Challenge is held the second time in conjunction with the 17-th International Conference on Computer Vision (ICCV 2019), focuses on image object detection on drones. Results of 33 object detection algorithms are presented. For each participating detector, a short description is provided in the appendix. Our goal is to advance the state-of-the-art detection algorithms and provide a comprehensive evaluation platform for them. The evaluation protocol of the VisDrone-DET2019 Challenge and the comparison results of all the submitted detectors on the released dataset are publicly available at the website: http: //www.aiskyeye.com/. The results demonstrate that there still remains a large room for improvement for object detection algorithms on drones.</description><subject>benchmark</subject><subject>Computer vision</subject><subject>Conferences</subject><subject>Detection algorithms</subject><subject>Detectors</subject><subject>drone</subject><subject>Drones</subject><subject>Object 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Vision Meets Drone Object Detection in Image Challenge Results</title><author>Du, Dawei ; Zhu, Pengfei ; Wen, Longyin ; Bian, Xiao ; Lin, Haibin ; Hu, Qinghua ; Peng, Tao ; Zheng, Jiayu ; Wang, Xinyao ; Bo, Liefeng ; Shi, Hailin ; Zhu, Rui ; Kumar, Aashish ; Li, Aijin ; Zinollayev, Almaz ; Askergaliyev, Anuar ; Schumann, Arne ; Mao, Binjie ; Lee, Byeongwon ; Liu, Chang ; Chen, Changrui ; Pan, Chunhong ; Huo, Chunlei ; Yu, Da ; Cong, DeChun ; Zeng, Dening ; Pailla, Dheeraj Reddy ; Li, Di ; Wang, Dong ; Cho, Donghyeon ; Zhang, Dongyu ; Bai, Furui ; Jose, George ; Gao, Guangyu ; Liu, Guizhong ; Qi, Hao ; Wang, Haoran ; Qiu, Heqian ; Li, HongLiang ; Lu, Huchuan ; Kim, Ildoo ; Kim, Jaekyum ; Shen, Jane ; Lee, Jihoon ; Ge, Jing ; Xu, Jingjing ; Zhou, Jingkai ; Meier, Jonas ; Choi, Jun Won ; Hu, Junhao ; Zhang, Junyi ; Huang, Junying ; Huang, Kaiqi ; Wang, Keyang ; Sommer, Lars ; Jin, Lei ; Zhang, Lei ; Huang, Lianghua ; Sun, Lin ; Steinmann, Lucas ; Jia, Meixia ; Xu, Nuo ; Zhang, Pengyi ; Lv, Qingxuan ; Liu, Qiong ; Cheng, Qishang ; Chennamsetty, Sai Saketh ; Chen, Shuhao ; Wei, Shuo ; Kruthiventi, Srinivas S S ; Hong, Sungeun ; Kang, Sungil ; Wu, Tong ; Feng, Tuo ; Kollerathu, Varghese Alex ; Li, Wanqi ; Dai, Wei ; Qin, Weida ; Wang, Weiyang ; Wang, Xiaorui ; Chen, Xiaoyu ; Chen, Xin ; Sun, Xin ; Zhang, Xin ; Zhao, Xin ; Zhang, Xindi ; Zhang, Xinyu ; Chen, Xuankun ; Wei, Xudong ; Zhang, Xuzhang ; Li, Yanchao ; Chen, Yifu ; Toh, Yu Heng ; Zhang, Yu ; Zhu, Yu ; Zhong, Yunxin ; Wang, Zexin ; Wang, Zhikang ; Song, Zichen ; Liu, Ziming</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c292t-21aeeeac38cc19c516d80b70e1363530263a91bce78da36a56f4e866cbb14d473</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2019</creationdate><topic>benchmark</topic><topic>Computer vision</topic><topic>Conferences</topic><topic>Detection algorithms</topic><topic>Detectors</topic><topic>drone</topic><topic>Drones</topic><topic>Object detection</topic><topic>Training</topic><toplevel>online_resources</toplevel><creatorcontrib>Du, Dawei</creatorcontrib><creatorcontrib>Zhu, Pengfei</creatorcontrib><creatorcontrib>Wen, Longyin</creatorcontrib><creatorcontrib>Bian, Xiao</creatorcontrib><creatorcontrib>Lin, Haibin</creatorcontrib><creatorcontrib>Hu, Qinghua</creatorcontrib><creatorcontrib>Peng, Tao</creatorcontrib><creatorcontrib>Zheng, Jiayu</creatorcontrib><creatorcontrib>Wang, Xinyao</creatorcontrib><creatorcontrib>Bo, Liefeng</creatorcontrib><creatorcontrib>Shi, Hailin</creatorcontrib><creatorcontrib>Zhu, Rui</creatorcontrib><creatorcontrib>Kumar, Aashish</creatorcontrib><creatorcontrib>Li, Aijin</creatorcontrib><creatorcontrib>Zinollayev, Almaz</creatorcontrib><creatorcontrib>Askergaliyev, Anuar</creatorcontrib><creatorcontrib>Schumann, Arne</creatorcontrib><creatorcontrib>Mao, Binjie</creatorcontrib><creatorcontrib>Lee, Byeongwon</creatorcontrib><creatorcontrib>Liu, Chang</creatorcontrib><creatorcontrib>Chen, Changrui</creatorcontrib><creatorcontrib>Pan, Chunhong</creatorcontrib><creatorcontrib>Huo, Chunlei</creatorcontrib><creatorcontrib>Yu, Da</creatorcontrib><creatorcontrib>Cong, DeChun</creatorcontrib><creatorcontrib>Zeng, Dening</creatorcontrib><creatorcontrib>Pailla, Dheeraj Reddy</creatorcontrib><creatorcontrib>Li, Di</creatorcontrib><creatorcontrib>Wang, Dong</creatorcontrib><creatorcontrib>Cho, Donghyeon</creatorcontrib><creatorcontrib>Zhang, Dongyu</creatorcontrib><creatorcontrib>Bai, Furui</creatorcontrib><creatorcontrib>Jose, George</creatorcontrib><creatorcontrib>Gao, Guangyu</creatorcontrib><creatorcontrib>Liu, Guizhong</creatorcontrib><creatorcontrib>Qi, Hao</creatorcontrib><creatorcontrib>Wang, Haoran</creatorcontrib><creatorcontrib>Qiu, Heqian</creatorcontrib><creatorcontrib>Li, HongLiang</creatorcontrib><creatorcontrib>Lu, Huchuan</creatorcontrib><creatorcontrib>Kim, Ildoo</creatorcontrib><creatorcontrib>Kim, Jaekyum</creatorcontrib><creatorcontrib>Shen, Jane</creatorcontrib><creatorcontrib>Lee, Jihoon</creatorcontrib><creatorcontrib>Ge, Jing</creatorcontrib><creatorcontrib>Xu, Jingjing</creatorcontrib><creatorcontrib>Zhou, Jingkai</creatorcontrib><creatorcontrib>Meier, Jonas</creatorcontrib><creatorcontrib>Choi, Jun Won</creatorcontrib><creatorcontrib>Hu, Junhao</creatorcontrib><creatorcontrib>Zhang, Junyi</creatorcontrib><creatorcontrib>Huang, Junying</creatorcontrib><creatorcontrib>Huang, Kaiqi</creatorcontrib><creatorcontrib>Wang, Keyang</creatorcontrib><creatorcontrib>Sommer, Lars</creatorcontrib><creatorcontrib>Jin, Lei</creatorcontrib><creatorcontrib>Zhang, Lei</creatorcontrib><creatorcontrib>Huang, Lianghua</creatorcontrib><creatorcontrib>Sun, Lin</creatorcontrib><creatorcontrib>Steinmann, Lucas</creatorcontrib><creatorcontrib>Jia, Meixia</creatorcontrib><creatorcontrib>Xu, Nuo</creatorcontrib><creatorcontrib>Zhang, Pengyi</creatorcontrib><creatorcontrib>Lv, Qingxuan</creatorcontrib><creatorcontrib>Liu, Qiong</creatorcontrib><creatorcontrib>Cheng, Qishang</creatorcontrib><creatorcontrib>Chennamsetty, Sai Saketh</creatorcontrib><creatorcontrib>Chen, Shuhao</creatorcontrib><creatorcontrib>Wei, Shuo</creatorcontrib><creatorcontrib>Kruthiventi, Srinivas S S</creatorcontrib><creatorcontrib>Hong, Sungeun</creatorcontrib><creatorcontrib>Kang, Sungil</creatorcontrib><creatorcontrib>Wu, Tong</creatorcontrib><creatorcontrib>Feng, Tuo</creatorcontrib><creatorcontrib>Kollerathu, Varghese Alex</creatorcontrib><creatorcontrib>Li, Wanqi</creatorcontrib><creatorcontrib>Dai, Wei</creatorcontrib><creatorcontrib>Qin, Weida</creatorcontrib><creatorcontrib>Wang, Weiyang</creatorcontrib><creatorcontrib>Wang, Xiaorui</creatorcontrib><creatorcontrib>Chen, Xiaoyu</creatorcontrib><creatorcontrib>Chen, Xin</creatorcontrib><creatorcontrib>Sun, Xin</creatorcontrib><creatorcontrib>Zhang, Xin</creatorcontrib><creatorcontrib>Zhao, Xin</creatorcontrib><creatorcontrib>Zhang, Xindi</creatorcontrib><creatorcontrib>Zhang, Xinyu</creatorcontrib><creatorcontrib>Chen, Xuankun</creatorcontrib><creatorcontrib>Wei, Xudong</creatorcontrib><creatorcontrib>Zhang, Xuzhang</creatorcontrib><creatorcontrib>Li, Yanchao</creatorcontrib><creatorcontrib>Chen, Yifu</creatorcontrib><creatorcontrib>Toh, Yu Heng</creatorcontrib><creatorcontrib>Zhang, Yu</creatorcontrib><creatorcontrib>Zhu, Yu</creatorcontrib><creatorcontrib>Zhong, Yunxin</creatorcontrib><creatorcontrib>Wang, Zexin</creatorcontrib><creatorcontrib>Wang, Zhikang</creatorcontrib><creatorcontrib>Song, Zichen</creatorcontrib><creatorcontrib>Liu, Ziming</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE/IET Electronic Library</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Du, Dawei</au><au>Zhu, Pengfei</au><au>Wen, Longyin</au><au>Bian, Xiao</au><au>Lin, Haibin</au><au>Hu, Qinghua</au><au>Peng, Tao</au><au>Zheng, Jiayu</au><au>Wang, Xinyao</au><au>Bo, Liefeng</au><au>Shi, Hailin</au><au>Zhu, Rui</au><au>Kumar, Aashish</au><au>Li, Aijin</au><au>Zinollayev, Almaz</au><au>Askergaliyev, Anuar</au><au>Schumann, Arne</au><au>Mao, Binjie</au><au>Lee, Byeongwon</au><au>Liu, Chang</au><au>Chen, Changrui</au><au>Pan, Chunhong</au><au>Huo, Chunlei</au><au>Yu, Da</au><au>Cong, DeChun</au><au>Zeng, Dening</au><au>Pailla, Dheeraj Reddy</au><au>Li, Di</au><au>Wang, Dong</au><au>Cho, Donghyeon</au><au>Zhang, Dongyu</au><au>Bai, Furui</au><au>Jose, George</au><au>Gao, Guangyu</au><au>Liu, Guizhong</au><au>Qi, Hao</au><au>Wang, Haoran</au><au>Qiu, Heqian</au><au>Li, HongLiang</au><au>Lu, Huchuan</au><au>Kim, Ildoo</au><au>Kim, Jaekyum</au><au>Shen, Jane</au><au>Lee, Jihoon</au><au>Ge, Jing</au><au>Xu, Jingjing</au><au>Zhou, Jingkai</au><au>Meier, Jonas</au><au>Choi, Jun Won</au><au>Hu, Junhao</au><au>Zhang, Junyi</au><au>Huang, Junying</au><au>Huang, Kaiqi</au><au>Wang, Keyang</au><au>Sommer, Lars</au><au>Jin, Lei</au><au>Zhang, Lei</au><au>Huang, Lianghua</au><au>Sun, Lin</au><au>Steinmann, Lucas</au><au>Jia, Meixia</au><au>Xu, Nuo</au><au>Zhang, Pengyi</au><au>Lv, Qingxuan</au><au>Liu, Qiong</au><au>Cheng, Qishang</au><au>Chennamsetty, Sai Saketh</au><au>Chen, Shuhao</au><au>Wei, Shuo</au><au>Kruthiventi, Srinivas S S</au><au>Hong, Sungeun</au><au>Kang, Sungil</au><au>Wu, Tong</au><au>Feng, Tuo</au><au>Kollerathu, Varghese Alex</au><au>Li, Wanqi</au><au>Dai, Wei</au><au>Qin, Weida</au><au>Wang, Weiyang</au><au>Wang, Xiaorui</au><au>Chen, Xiaoyu</au><au>Chen, Xin</au><au>Sun, Xin</au><au>Zhang, Xin</au><au>Zhao, Xin</au><au>Zhang, Xindi</au><au>Zhang, Xinyu</au><au>Chen, Xuankun</au><au>Wei, Xudong</au><au>Zhang, Xuzhang</au><au>Li, Yanchao</au><au>Chen, Yifu</au><au>Toh, Yu Heng</au><au>Zhang, Yu</au><au>Zhu, Yu</au><au>Zhong, Yunxin</au><au>Wang, Zexin</au><au>Wang, Zhikang</au><au>Song, Zichen</au><au>Liu, Ziming</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>VisDrone-DET2019: The Vision Meets Drone Object Detection in Image Challenge Results</atitle><btitle>2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW)</btitle><stitle>ICCVW</stitle><date>2019-10</date><risdate>2019</risdate><spage>213</spage><epage>226</epage><pages>213-226</pages><eissn>2473-9944</eissn><eisbn>9781728150239</eisbn><eisbn>172815023X</eisbn><coden>IEEPAD</coden><abstract>Recently, automatic visual data understanding from drone platforms becomes highly demanding. To facilitate the study, the Vision Meets Drone Object Detection in Image Challenge is held the second time in conjunction with the 17-th International Conference on Computer Vision (ICCV 2019), focuses on image object detection on drones. Results of 33 object detection algorithms are presented. For each participating detector, a short description is provided in the appendix. Our goal is to advance the state-of-the-art detection algorithms and provide a comprehensive evaluation platform for them. The evaluation protocol of the VisDrone-DET2019 Challenge and the comparison results of all the submitted detectors on the released dataset are publicly available at the website: http: //www.aiskyeye.com/. The results demonstrate that there still remains a large room for improvement for object detection algorithms on drones.</abstract><pub>IEEE</pub><doi>10.1109/ICCVW.2019.00030</doi><tpages>14</tpages><oa>free_for_read</oa></addata></record>
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identifier EISSN: 2473-9944
ispartof 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW), 2019, p.213-226
issn 2473-9944
language eng
recordid cdi_ieee_primary_9021986
source IEEE Xplore All Conference Series
subjects benchmark
Computer vision
Conferences
Detection algorithms
Detectors
drone
Drones
Object detection
Training
title VisDrone-DET2019: The Vision Meets Drone Object Detection in Image Challenge Results
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