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Related papers: The 9th AI City Challenge

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The eighth AI City Challenge highlighted the convergence of computer vision and artificial intelligence in areas like retail, warehouse settings, and Intelligent Traffic Systems (ITS), presenting significant research opportunities. The 2024…

The AI City Challenge was created with two goals in mind: (1) pushing the boundaries of research and development in intelligent video analysis for smarter cities use cases, and (2) assessing tasks where the level of performance is enough to…

The AI City Challenge was created to accelerate intelligent video analysis that helps make cities smarter and safer. Transportation is one of the largest segments that can benefit from actionable insights derived from data captured by…

Computer Vision and Pattern Recognition · Computer Science 2020-05-01 Milind Naphade , Shuo Wang , David Anastasiu , Zheng Tang , Ming-Ching Chang , Xiaodong Yang , Liang Zheng , Anuj Sharma , Rama Chellappa , Pranamesh Chakraborty

The 6th edition of the AI City Challenge specifically focuses on problems in two domains where there is tremendous unlocked potential at the intersection of computer vision and artificial intelligence: Intelligent Traffic Systems (ITS), and…

The AI City Challenge's seventh edition emphasizes two domains at the intersection of computer vision and artificial intelligence - retail business and Intelligent Traffic Systems (ITS) - that have considerable untapped potential. The 2023…

This paper introduces our solution for the Track2 in AI City Challenge 2021 (AICITY21). The Track2 is a vehicle re-identification (ReID) task with both the real-world data and synthetic data. We mainly focus on four points, i.e. training…

Computer Vision and Pattern Recognition · Computer Science 2021-05-21 Hao Luo , Weihua Chen , Xianzhe Xu , Jianyang Gu , Yuqi Zhang , Chong Liu , Yiqi Jiang , Shuting He , Fan Wang , Hao Li

Multi-Target Multi-Camera Tracking has a wide range of applications and is the basis for many advanced inferences and predictions. This paper describes our solution to the Track 3 multi-camera vehicle tracking task in 2021 AI City Challenge…

Computer Vision and Pattern Recognition · Computer Science 2021-05-17 Chong Liu , Yuqi Zhang , Hao Luo , Jiasheng Tang , Weihua Chen , Xianzhe Xu , Fan Wang , Hao Li , Yi-Dong Shen

Multi-camera vehicle tracking is one of the most complicated tasks in Computer Vision as it involves distinct tasks including Vehicle Detection, Tracking, and Re-identification. Despite the challenges, multi-camera vehicle tracking has…

Computer Vision and Pattern Recognition · Computer Science 2022-04-18 Pirazh Khorramshahi , Vineet Shenoy , Michael Pack , Rama Chellappa

This paper reports on the NTIRE 2024 Quality Assessment of AI-Generated Content Challenge, which will be held in conjunction with the New Trends in Image Restoration and Enhancement Workshop (NTIRE) at CVPR 2024. This challenge is to…

Computer Vision and Pattern Recognition · Computer Science 2024-05-08 Xiaohong Liu , Xiongkuo Min , Guangtao Zhai , Chunyi Li , Tengchuan Kou , Wei Sun , Haoning Wu , Yixuan Gao , Yuqin Cao , Zicheng Zhang , Xiele Wu , Radu Timofte , Fei Peng , Huiyuan Fu , Anlong Ming , Chuanming Wang , Huadong Ma , Shuai He , Zifei Dou , Shu Chen , Huacong Zhang , Haiyi Xie , Chengwei Wang , Baoying Chen , Jishen Zeng , Jianquan Yang , Weigang Wang , Xi Fang , Xiaoxin Lv , Jun Yan , Tianwu Zhi , Yabin Zhang , Yaohui Li , Yang Li , Jingwen Xu , Jianzhao Liu , Yiting Liao , Junlin Li , Zihao Yu , Yiting Lu , Xin Li , Hossein Motamednia , S. Farhad Hosseini-Benvidi , Fengbin Guan , Ahmad Mahmoudi-Aznaveh , Azadeh Mansouri , Ganzorig Gankhuyag , Kihwan Yoon , Yifang Xu , Haotian Fan , Fangyuan Kong , Shiling Zhao , Weifeng Dong , Haibing Yin , Li Zhu , Zhiling Wang , Bingchen Huang , Avinab Saha , Sandeep Mishra , Shashank Gupta , Rajesh Sureddi , Oindrila Saha , Luigi Celona , Simone Bianco , Paolo Napoletano , Raimondo Schettini , Junfeng Yang , Jing Fu , Wei Zhang , Wenzhi Cao , Limei Liu , Han Peng , Weijun Yuan , Zhan Li , Yihang Cheng , Yifan Deng , Haohui Li , Bowen Qu , Yao Li , Shuqing Luo , Shunzhou Wang , Wei Gao , Zihao Lu , Marcos V. Conde , Xinrui Wang , Zhibo Chen , Ruling Liao , Yan Ye , Qiulin Wang , Bing Li , Zhaokun Zhou , Miao Geng , Rui Chen , Xin Tao , Xiaoyu Liang , Shangkun Sun , Xingyuan Ma , Jiaze Li , Mengduo Yang , Haoran Xu , Jie Zhou , Shiding Zhu , Bohan Yu , Pengfei Chen , Xinrui Xu , Jiabin Shen , Zhichao Duan , Erfan Asadi , Jiahe Liu , Qi Yan , Youran Qu , Xiaohui Zeng , Lele Wang , Renjie Liao

This paper presents the learned techniques during the Video Analysis Module of the Master in Computer Vision from the Universitat Aut\`onoma de Barcelona, used to solve the third track of the AI-City Challenge. This challenge aims to track…

Computer Vision and Pattern Recognition · Computer Science 2021-05-12 Pol Albacar , Òscar Lorente , Eduard Mainou , Ian Riera

Vehicle Re-Identification (Re-ID) aims to identify the same vehicle across different cameras, hence plays an important role in modern traffic management systems. The technical challenges require the algorithms must be robust in different…

Computer Vision and Pattern Recognition · Computer Science 2021-04-23 Su V. Huynh , Nam H. Nguyen , Ngoc T. Nguyen , Vinh TQ. Nguyen , Chau Huynh , Chuong Nguyen

Multi-Camera Multi-Target Tracking (MCMT) is a computer vision technique that involves tracking multiple targets simultaneously across multiple cameras. MCMT in urban traffic visual analysis faces great challenges due to the complex and…

Computer Vision and Pattern Recognition · Computer Science 2023-07-07 Jincheng Lu , Xipeng Yang , Jin Ye , Yifu Zhang , Zhikang Zou , Wei Zhang , Xiao Tan

This paper introduces our solution for Track 2 in AI City Challenge 2024. The task aims to solve traffic safety description and analysis with the dataset of Woven Traffic Safety (WTS), a real-world Pedestrian-Centric Traffic Video Dataset…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Maged Shoman , Dongdong Wang , Armstrong Aboah , Mohamed Abdel-Aty

Tracking of multiple objects is an important application in AI City geared towards solving salient problems related to safety and congestion in an urban environment. Frequent occlusion in traffic surveillance has been a major problem in…

Computer Vision and Pattern Recognition · Computer Science 2017-08-24 Zheng Tang , Gaoang Wang , Tao Liu , Young-Gun Lee , Adwin Jahn , Xu Liu , Xiaodong He , Jenq-Neng Hwang

How can we effectively engineer a computer vision system that is able to interpret videos from unconstrained mobility platforms like UAVs? One promising option is to make use of image restoration and enhancement algorithms from the area of…

Computer Vision and Pattern Recognition · Computer Science 2020-11-23 Sreya Banerjee , Rosaura G. VidalMata , Zhangyang Wang , Walter J. Scheirer

Autonomous systems are increasingly deployed in open and dynamic environments -- from city streets to aerial and indoor spaces -- where perception models must remain reliable under sensor noise, environmental variation, and platform shifts.…

Robotics · Computer Science 2026-01-09 Lingdong Kong , Shaoyuan Xie , Zeying Gong , Ye Li , Meng Chu , Ao Liang , Yuhao Dong , Tianshuai Hu , Ronghe Qiu , Rong Li , Hanjiang Hu , Dongyue Lu , Wei Yin , Wenhao Ding , Linfeng Li , Hang Song , Wenwei Zhang , Yuexin Ma , Junwei Liang , Zhedong Zheng , Lai Xing Ng , Benoit R. Cottereau , Wei Tsang Ooi , Ziwei Liu , Zhanpeng Zhang , Weichao Qiu , Wei Zhang , Ji Ao , Jiangpeng Zheng , Siyu Wang , Guang Yang , Zihao Zhang , Yu Zhong , Enzhu Gao , Xinhan Zheng , Xueting Wang , Shouming Li , Yunkai Gao , Siming Lan , Mingfei Han , Xing Hu , Dusan Malic , Christian Fruhwirth-Reisinger , Alexander Prutsch , Wei Lin , Samuel Schulter , Horst Possegger , Linfeng Li , Jian Zhao , Zepeng Yang , Yuhang Song , Bojun Lin , Tianle Zhang , Yuchen Yuan , Chi Zhang , Xuelong Li , Youngseok Kim , Sihwan Hwang , Hyeonjun Jeong , Aodi Wu , Xubo Luo , Erjia Xiao , Lingfeng Zhang , Yingbo Tang , Hao Cheng , Renjing Xu , Wenbo Ding , Lei Zhou , Long Chen , Hangjun Ye , Xiaoshuai Hao , Shuangzhi Li , Junlong Shen , Xingyu Li , Hao Ruan , Jinliang Lin , Zhiming Luo , Yu Zang , Cheng Wang , Hanshi Wang , Xijie Gong , Yixiang Yang , Qianli Ma , Zhipeng Zhang , Wenxiang Shi , Jingmeng Zhou , Weijun Zeng , Kexin Xu , Yuchen Zhang , Haoxiang Fu , Ruibin Hu , Yanbiao Ma , Xiyan Feng , Wenbo Zhang , Lu Zhang , Yunzhi Zhuge , Huchuan Lu , You He , Seungjun Yu , Junsung Park , Youngsun Lim , Hyunjung Shim , Faduo Liang , Zihang Wang , Yiming Peng , Guanyu Zong , Xu Li , Binghao Wang , Hao Wei , Yongxin Ma , Yunke Shi , Shuaipeng Liu , Dong Kong , Yongchun Lin , Huitong Yang , Liang Lei , Haoang Li , Xinliang Zhang , Zhiyong Wang , Xiaofeng Wang , Yuxia Fu , Yadan Luo , Djamahl Etchegaray , Yang Li , Congfei Li , Yuxiang Sun , Wenkai Zhu , Wang Xu , Linru Li , Longjie Liao , Jun Yan , Benwu Wang , Xueliang Ren , Xiaoyu Yue , Jixian Zheng , Jinfeng Wu , Shurui Qin , Wei Cong , Yao He

Urban traffic optimization using traffic cameras as sensors is driving the need to advance state-of-the-art multi-target multi-camera (MTMC) tracking. This work introduces CityFlow, a city-scale traffic camera dataset consisting of more…

Computer Vision and Pattern Recognition · Computer Science 2019-04-09 Zheng Tang , Milind Naphade , Ming-Yu Liu , Xiaodong Yang , Stan Birchfield , Shuo Wang , Ratnesh Kumar , David Anastasiu , Jenq-Neng Hwang

Smart City applications such as intelligent traffic routing or accident prevention rely on computer vision methods for exact vehicle localization and tracking. Due to the scarcity of accurately labeled data, detecting and tracking vehicles…

Computer Vision and Pattern Recognition · Computer Science 2022-08-31 Fabian Herzog , Junpeng Chen , Torben Teepe , Johannes Gilg , Stefan Hörmann , Gerhard Rigoll

This survey reviews the AIS 2024 Event-Based Eye Tracking (EET) Challenge. The task of the challenge focuses on processing eye movement recorded with event cameras and predicting the pupil center of the eye. The challenge emphasizes…

Driving datasets accelerate the development of intelligent driving and related computer vision technologies, while substantial and detailed annotations serve as fuels and powers to boost the efficacy of such datasets to improve…

Machine Learning · Computer Science 2019-06-04 Zhengping Che , Guangyu Li , Tracy Li , Bo Jiang , Xuefeng Shi , Xinsheng Zhang , Ying Lu , Guobin Wu , Yan Liu , Jieping Ye
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