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This is a brief technical report of our proposed method for Multiple-Object Tracking (MOT) Challenge in Complex Environments. In this paper, we treat the MOT task as a two-stage task including human detection and trajectory matching.…

Computer Vision and Pattern Recognition · Computer Science 2022-12-08 Feng Yan , Zhiheng Li , Weixin Luo , Zequn jie , Fan Liang , Xiaolin Wei , Lin Ma

Visual tracking can be easily disturbed by similar surrounding objects. Such objects as hard distractors, even though being the minority among negative samples, increase the risk of target drift and model corruption, which deserve…

Computer Vision and Pattern Recognition · Computer Science 2020-06-19 Ning Wang , Wengang Zhou , Qi Tian , Houqiang Li

We propose a Cascaded Buffered IoU (C-BIoU) tracker to track multiple objects that have irregular motions and indistinguishable appearances. When appearance features are unreliable and geometric features are confused by irregular motions,…

Computer Vision and Pattern Recognition · Computer Science 2023-11-08 Fan Yang , Shigeyuki Odashima , Shoichi Masui , Shan Jiang

In order to make full use of video information, we transform the replay grounding problem into a video action location problem. We apply a unified network Faster-TAD proposed by us for temporal action detection to get the results of replay…

Computer Vision and Pattern Recognition · Computer Science 2024-11-05 Shimin Chen , Wei Li , Jiaming Chu , Chen Chen , Chen Zhang , Yandong Guo

The Visual Inductive Priors(VIPriors) for Data-Efficient Computer Vision challenges ask competitors to train models from scratch in a data-deficient setting. In this paper, we introduce the technical details of our submission to the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-03 Bo Yan , Fengliang Qi , Leilei Cao , Hongbin Wang

Recently, COVID-19 has affected a variety of real-life aspects of the world and led to dreadful consequences. More and more tweets about COVID-19 has been shared publicly on Twitter. However, the plurality of those Tweets are uninformative,…

Computation and Language · Computer Science 2020-11-16 Khiem Vinh Tran , Hao Phu Phan , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen

In this project, we implement a multiple object tracker, following the tracking-by-detection paradigm, as an extension of an existing method. It works by modelling the movement of objects by solving the filtering problem, and associating…

Computer Vision and Pattern Recognition · Computer Science 2017-10-03 Samuel Murray

The SoccerNet 2025 Challenges mark the fifth annual edition of the SoccerNet open benchmarking effort, dedicated to advancing computer vision research in football video understanding. This year's challenges span four vision-based tasks: (1)…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Silvio Giancola , Anthony Cioppa , Marc Gutiérrez-Pérez , Jan Held , Carlos Hinojosa , Victor Joos , Arnaud Leduc , Floriane Magera , Karen Sanchez , Vladimir Somers , Artur Xarles , Antonio Agudo , Alexandre Alahi , Olivier Barnich , Albert Clapés , Christophe De Vleeschouwer , Sergio Escalera , Bernard Ghanem , Thomas B. Moeslund , Marc Van Droogenbroeck , Tomoki Abe , Saad Alotaibi , Faisal Altawijri , Steven Araujo , Xiang Bai , Xiaoyang Bi , Jiawang Cao , Vanyi Chao , Kamil Czarnogórski , Fabian Deuser , Mingyang Du , Tianrui Feng , Patrick Frenzel , Mirco Fuchs , Jorge García , Konrad Habel , Takaya Hashiguchi , Sadao Hirose , Xinting Hu , Yewon Hwang , Ririko Inoue , Riku Itsuji , Kazuto Iwai , Hongwei Ji , Yangguang Ji , Licheng Jiao , Yuto Kageyama , Yuta Kamikawa , Yuuki Kanasugi , Hyungjung Kim , Jinwook Kim , Takuya Kurihara , Bozheng Li , Lingling Li , Xian Li , Youxing Lian , Dingkang Liang , Hongkai Lin , Jiadong Lin , Jian Liu , Liang Liu , Shuaikun Liu , Zhaohong Liu , Yi Lu , Federico Méndez , Huadong Ma , Wenping Ma , Jacek Maksymiuk , Henry Mantilla , Ismail Mathkour , Daniel Matthes , Ayaha Motomochi , Amrulloh Robbani Muhammad , Haruto Nakayama , Joohyung Oh , Yin May Oo , Marcelo Ortega , Norbert Oswald , Rintaro Otsubo , Fabian Perez , Mengshi Qi , Cristian Rey , Abel Reyes-Angulo , Oliver Rose , Hoover Rueda-Chacón , Hideo Saito , Jose Sarmiento , Kanta Sawafuji , Atom Scott , Xi Shen , Pragyan Shrestha , Jae-Young Sim , Long Sun , Yuyang Sun , Tomohiro Suzuki , Licheng Tang , Masato Tonouchi , Ikuma Uchida , Henry O. Velesaca , Tiancheng Wang , Rio Watanabe , Jay Wu , Yongliang Wu , Shunzo Yamagishi , Di Yang , Xu Yang , Yuxin Yang , Hao Ye , Xinyu Ye , Calvin Yeung , Xuanlong Yu , Chao Zhang , Dingyuan Zhang , Kexing Zhang , Zhe Zhao , Xin Zhou , Wenbo Zhu , Julian Ziegler

With rapidly evolving internet technologies and emerging tools, sports related videos generated online are increasing at an unprecedentedly fast pace. To automate sports video editing/highlight generation process, a key task is to precisely…

Computer Vision and Pattern Recognition · Computer Science 2021-06-29 Xin Zhou , Le Kang , Zhiyu Cheng , Bo He , Jingyu Xin

Multi-Object Tracking over humans has improved rapidly with the development of object detection and re-identification. However, multi-actor tracking over humans with similar appearance and nonlinear movement can still be very challenging…

Computer Vision and Pattern Recognition · Computer Science 2022-09-28 Hsiang-Wei Huang , Cheng-Yen Yang , Jenq-Neng Hwang , Pyong-Kun Kim , Kwangju Kim , Kyoungoh Lee

Visual Object Tracking (VOT) has synchronous needs for both robustness and accuracy. While most existing works fail to operate simultaneously on both, we investigate in this work the problem of conflicting performance between accuracy and…

Computer Vision and Pattern Recognition · Computer Science 2021-03-19 Jinghao Zhou , Bo Li , Lei Qiao , Peng Wang , Weihao Gan , Wei Wu , Junjie Yan , Wanli Ouyang

This report describes the winning solution to the WeatherProof Dataset Challenge (CVPR 2024 UG2+ Track 3). Details regarding the challenge are available at https://cvpr2024ug2challenge.github.io/track3.html. We propose an enhanced semantic…

Computer Vision and Pattern Recognition · Computer Science 2024-06-10 Nan Zhang , Xidan Zhang , Jianing Wei , Fangjun Wang , Zhiming Tan

In this paper, we propose two methods for tackling the problem of cross-device matching for online advertising at CIKM Cup 2016. The first method considers the matching problem as a binary classification task and solve it by utilizing…

Information Retrieval · Computer Science 2016-12-22 Nam Khanh Tran

The SoccerNet 2023 challenges were the third annual video understanding challenges organized by the SoccerNet team. For this third edition, the challenges were composed of seven vision-based tasks split into three main themes. The first…

Computer Vision and Pattern Recognition · Computer Science 2025-02-18 Anthony Cioppa , Silvio Giancola , Vladimir Somers , Floriane Magera , Xin Zhou , Hassan Mkhallati , Adrien Deliège , Jan Held , Carlos Hinojosa , Amir M. Mansourian , Pierre Miralles , Olivier Barnich , Christophe De Vleeschouwer , Alexandre Alahi , Bernard Ghanem , Marc Van Droogenbroeck , Abdullah Kamal , Adrien Maglo , Albert Clapés , Amr Abdelaziz , Artur Xarles , Astrid Orcesi , Atom Scott , Bin Liu , Byoungkwon Lim , Chen Chen , Fabian Deuser , Feng Yan , Fufu Yu , Gal Shitrit , Guanshuo Wang , Gyusik Choi , Hankyul Kim , Hao Guo , Hasby Fahrudin , Hidenari Koguchi , Håkan Ardö , Ibrahim Salah , Ido Yerushalmy , Iftikar Muhammad , Ikuma Uchida , Ishay Be'ery , Jaonary Rabarisoa , Jeongae Lee , Jiajun Fu , Jianqin Yin , Jinghang Xu , Jongho Nang , Julien Denize , Junjie Li , Junpei Zhang , Juntae Kim , Kamil Synowiec , Kenji Kobayashi , Kexin Zhang , Konrad Habel , Kota Nakajima , Licheng Jiao , Lin Ma , Lizhi Wang , Luping Wang , Menglong Li , Mengying Zhou , Mohamed Nasr , Mohamed Abdelwahed , Mykola Liashuha , Nikolay Falaleev , Norbert Oswald , Qiong Jia , Quoc-Cuong Pham , Ran Song , Romain Hérault , Rui Peng , Ruilong Chen , Ruixuan Liu , Ruslan Baikulov , Ryuto Fukushima , Sergio Escalera , Seungcheon Lee , Shimin Chen , Shouhong Ding , Taiga Someya , Thomas B. Moeslund , Tianjiao Li , Wei Shen , Wei Zhang , Wei Li , Wei Dai , Weixin Luo , Wending Zhao , Wenjie Zhang , Xinquan Yang , Yanbiao Ma , Yeeun Joo , Yingsen Zeng , Yiyang Gan , Yongqiang Zhu , Yujie Zhong , Zheng Ruan , Zhiheng Li , Zhijian Huang , Ziyu Meng

Tracking-by-detection approaches are some of the most successful object trackers in recent years. Their success is largely determined by the detector model they learn initially and then update over time. However, under challenging…

Computer Vision and Pattern Recognition · Computer Science 2015-10-01 Yang Hua , Karteek Alahari , Cordelia Schmid

The paper presents a multi-camera tracking method intended for tracking soccer players in long shot video recordings from multiple calibrated cameras installed around the playing field. The large distance to the camera makes it difficult to…

Computer Vision and Pattern Recognition · Computer Science 2022-11-07 Jacek Komorowski , Grzegorz Kurzejamski

Soccer broadcast video understanding has been drawing a lot of attention in recent years within data scientists and industrial companies. This is mainly due to the lucrative potential unlocked by effective deep learning techniques developed…

Computer Vision and Pattern Recognition · Computer Science 2021-04-20 Anthony Cioppa , Adrien Deliège , Floriane Magera , Silvio Giancola , Olivier Barnich , Bernard Ghanem , Marc Van Droogenbroeck

This report presents the methods of the winning entry of the RxR-Habitat Competition in CVPR 2022. The competition addresses the problem of Vision-and-Language Navigation in Continuous Environments (VLN-CE), which requires an agent to…

Computer Vision and Pattern Recognition · Computer Science 2022-06-28 Dong An , Zun Wang , Yangguang Li , Yi Wang , Yicong Hong , Yan Huang , Liang Wang , Jing Shao

This paper presents our 3rd place solution in both Descriptor Track and Matching Track of the Meta AI Video Similarity Challenge (VSC2022), a competition aimed at detecting video copies. Our approach builds upon existing image copy…

Computer Vision and Pattern Recognition · Computer Science 2023-05-19 Shuhei Yokoo , Peifei Zhu , Junki Ishikawa , Rintaro Hasegawa

The SoccerNet 2024 challenges represent the fourth annual video understanding challenges organized by the SoccerNet team. These challenges aim to advance research across multiple themes in football, including broadcast video understanding,…