CVPR 2022 Open Access Repository

AI City Challenge

Density-Guided Label Smoothing for Temporal Localization of Driving Actions: Tunc Alkanat,

Erkut Akdag,

Egor Bondarev,

Peter H.N. de With; [pdf]
[bibtex]
@InProceedings{Alkanat_2022_CVPR, author = {Alkanat, Tunc and Akdag, Erkut and Bondarev, Egor and de With, Peter H.N.}, title = {Density-Guided Label Smoothing for Temporal Localization of Driving Actions}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3174-3182} }
Natural Language-Based Vehicle Retrieval With Explicit Cross-Modal Representation Learning: Bocheng Xu,

Yihua Xiong,

Rui Zhang,

Yanyi Feng,

Haifeng Wu; [pdf]
[bibtex]
@InProceedings{Xu_2022_CVPR, author = {Xu, Bocheng and Xiong, Yihua and Zhang, Rui and Feng, Yanyi and Wu, Haifeng}, title = {Natural Language-Based Vehicle Retrieval With Explicit Cross-Modal Representation Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3142-3149} }
Federated Learning-Based Driver Activity Recognition for Edge Devices: Keval Doshi,

Yasin Yilmaz; [pdf]
[bibtex]
@InProceedings{Doshi_2022_CVPR, author = {Doshi, Keval and Yilmaz, Yasin}, title = {Federated Learning-Based Driver Activity Recognition for Edge Devices}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3338-3346} }
A Region-Based Deep Learning Approach to Automated Retail Checkout: Maged Shoman,

Armstrong Aboah,

Alex Morehead,

Ye Duan,

Abdulateef Daud,

Yaw Adu-Gyamfi; [pdf] [arXiv]
[bibtex]
@InProceedings{Shoman_2022_CVPR, author = {Shoman, Maged and Aboah, Armstrong and Morehead, Alex and Duan, Ye and Daud, Abdulateef and Adu-Gyamfi, Yaw}, title = {A Region-Based Deep Learning Approach to Automated Retail Checkout}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3210-3215} }
Text Query Based Traffic Video Event Retrieval With Global-Local Fusion Embedding: Thang-Long Nguyen-Ho,

Minh-Khoi Pham,

Tien-Phat Nguyen,

Hai-Dang Nguyen,

Minh N. Do,

Tam V. Nguyen,

Minh-Triet Tran; [pdf]
[bibtex]
@InProceedings{Nguyen-Ho_2022_CVPR, author = {Nguyen-Ho, Thang-Long and Pham, Minh-Khoi and Nguyen, Tien-Phat and Nguyen, Hai-Dang and Do, Minh N. and Nguyen, Tam V. and Tran, Minh-Triet}, title = {Text Query Based Traffic Video Event Retrieval With Global-Local Fusion Embedding}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3134-3141} }
Multi-Camera Vehicle Tracking System for AI City Challenge 2022: Fei Li,

Zhen Wang,

Ding Nie,

Shiyi Zhang,

Xingqun Jiang,

Xingxing Zhao,

Peng Hu; [pdf]
[bibtex]
@InProceedings{Li_2022_CVPR, author = {Li, Fei and Wang, Zhen and Nie, Ding and Zhang, Shiyi and Jiang, Xingqun and Zhao, Xingxing and Hu, Peng}, title = {Multi-Camera Vehicle Tracking System for AI City Challenge 2022}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3265-3273} }
VISTA: Vision Transformer Enhanced by U-Net and Image Colorfulness Frame Filtration for Automatic Retail Checkout: Md. Istiak Hossain Shihab,

Nazia Tasnim,

Hasib Zunair,

Labiba Kanij Rupty,

Nabeel Mohammed; [pdf]
[bibtex]
@InProceedings{Shihab_2022_CVPR, author = {Shihab, Md. Istiak Hossain and Tasnim, Nazia and Zunair, Hasib and Rupty, Labiba Kanij and Mohammed, Nabeel}, title = {VISTA: Vision Transformer Enhanced by U-Net and Image Colorfulness Frame Filtration for Automatic Retail Checkout}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3183-3191} }
Detecting Vehicles on the Edge: Knowledge Distillation To Improve Performance in Heterogeneous Road Traffic: Manoj Bharadhwaj,

Gitakrishnan Ramadurai,

Balaraman Ravindran; [pdf]
[bibtex]
@InProceedings{Bharadhwaj_2022_CVPR, author = {Bharadhwaj, Manoj and Ramadurai, Gitakrishnan and Ravindran, Balaraman}, title = {Detecting Vehicles on the Edge: Knowledge Distillation To Improve Performance in Heterogeneous Road Traffic}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3192-3198} }
The 6th AI City Challenge: Milind Naphade,

Shuo Wang,

David C. Anastasiu,

Zheng Tang,

Ming-Ching Chang,

Yue Yao,

Liang Zheng,

Mohammed Shaiqur Rahman,

Archana Venkatachalapathy,

Anuj Sharma,

Qi Feng,

Vitaly Ablavsky,

Stan Sclaroff,

Pranamesh Chakraborty,

Alice Li,

Shangru Li,

Rama Chellappa; [pdf] [arXiv]
[bibtex]
@InProceedings{Naphade_2022_CVPR, author = {Naphade, Milind and Wang, Shuo and Anastasiu, David C. and Tang, Zheng and Chang, Ming-Ching and Yao, Yue and Zheng, Liang and Rahman, Mohammed Shaiqur and Venkatachalapathy, Archana and Sharma, Anuj and Feng, Qi and Ablavsky, Vitaly and Sclaroff, Stan and Chakraborty, Pranamesh and Li, Alice and Li, Shangru and Chellappa, Rama}, title = {The 6th AI City Challenge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3347-3356} }
Temporal Driver Action Localization Using Action Classification Methods: Munirah Alyahya,

Shahad Alghannam,

Taghreed Alhussan; [pdf]
[bibtex]
@InProceedings{Alyahya_2022_CVPR, author = {Alyahya, Munirah and Alghannam, Shahad and Alhussan, Taghreed}, title = {Temporal Driver Action Localization Using Action Classification Methods}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3319-3326} }
Improving Multi-Target Multi-Camera Tracking by Track Refinement and Completion: Andreas Specker,

Lucas Florin,

Mickael Cormier,

Jürgen Beyerer; [pdf]
[bibtex]
@InProceedings{Specker_2022_CVPR, author = {Specker, Andreas and Florin, Lucas and Cormier, Mickael and Beyerer, J\"urgen}, title = {Improving Multi-Target Multi-Camera Tracking by Track Refinement and Completion}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3199-3209} }
A Multi-Granularity Retrieval System for Natural Language-Based Vehicle Retrieval: Jiacheng Zhang,

Xiangru Lin,

Minyue Jiang,

Yue Yu,

Chenting Gong,

Wei Zhang,

Xiao Tan,

Yingying Li,

Errui Ding,

Guanbin Li; [pdf]
[bibtex]
@InProceedings{Zhang_2022_CVPR, author = {Zhang, Jiacheng and Lin, Xiangru and Jiang, Minyue and Yu, Yue and Gong, Chenting and Zhang, Wei and Tan, Xiao and Li, Yingying and Ding, Errui and Li, Guanbin}, title = {A Multi-Granularity Retrieval System for Natural Language-Based Vehicle Retrieval}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3216-3225} }
Key Point-Based Driver Activity Recognition: Arpita Vats,

David C. Anastasiu; [pdf]
[bibtex]
@InProceedings{Vats_2022_CVPR, author = {Vats, Arpita and Anastasiu, David C.}, title = {Key Point-Based Driver Activity Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3274-3281} }
Multi-Camera Vehicle Tracking Based on Occlusion-Aware and Inter-Vehicle Information: Yuming Liu,

Xiaochun Zhang,

Bingzhen Zhang,

Xiaoyong Zhang,

Sen Wang,

Jianrong Xu; [pdf]
[bibtex]
@InProceedings{Liu_2022_CVPR, author = {Liu, Yuming and Zhang, Xiaochun and Zhang, Bingzhen and Zhang, Xiaoyong and Wang, Sen and Xu, Jianrong}, title = {Multi-Camera Vehicle Tracking Based on Occlusion-Aware and Inter-Vehicle Information}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3257-3264} }
Learning Generalized Feature for Temporal Action Detection: Application for Natural Driving Action Recognition Challenge: Chuong Nguyen,

Ngoc Nguyen,

Su Huynh,

Vinh Nguyen,

Son Nguyen; [pdf]
[bibtex]
@InProceedings{Nguyen_2022_CVPR, author = {Nguyen, Chuong and Nguyen, Ngoc and Huynh, Su and Nguyen, Vinh and Nguyen, Son}, title = {Learning Generalized Feature for Temporal Action Detection: Application for Natural Driving Action Recognition Challenge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3249-3256} }
MV-TAL: Mulit-View Temporal Action Localization in Naturalistic Driving: Wei Li,

Shimin Chen,

Jianyang Gu,

Ning Wang,

Chen Chen,

Yandong Guo; [pdf]
[bibtex]
@InProceedings{Li_2022_CVPR, author = {Li, Wei and Chen, Shimin and Gu, Jianyang and Wang, Ning and Chen, Chen and Guo, Yandong}, title = {MV-TAL: Mulit-View Temporal Action Localization in Naturalistic Driving}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3242-3248} }
A Robust Traffic-Aware City-Scale Multi-Camera Vehicle Tracking of Vehicles: Duong Nguyen-Ngoc Tran,

Long Hoang Pham,

Hyung-Joon Jeon,

Huy-Hung Nguyen,

Hyung-Min Jeon,

Tai Huu-Phuong Tran,

Jae Wook Jeon; [pdf]
[bibtex]
@InProceedings{Tran_2022_CVPR, author = {Tran, Duong Nguyen-Ngoc and Pham, Long Hoang and Jeon, Hyung-Joon and Nguyen, Huy-Hung and Jeon, Hyung-Min and Tran, Tai Huu-Phuong and Jeon, Jae Wook}, title = {A Robust Traffic-Aware City-Scale Multi-Camera Vehicle Tracking of Vehicles}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3150-3159} }
OMG: Observe Multiple Granularities for Natural Language-Based Vehicle Retrieval: Yunhao Du,

Binyu Zhang,

Xiangning Ruan,

Fei Su,

Zhicheng Zhao,

Hong Chen; [pdf] [arXiv]
[bibtex]
@InProceedings{Du_2022_CVPR, author = {Du, Yunhao and Zhang, Binyu and Ruan, Xiangning and Su, Fei and Zhao, Zhicheng and Chen, Hong}, title = {OMG: Observe Multiple Granularities for Natural Language-Based Vehicle Retrieval}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3124-3133} }
PersonGONE: Image Inpainting for Automated Checkout Solution: Vojtěch Bartl,

Jakub Špaňhel,

Adam Herout; [pdf]
[bibtex]
@InProceedings{Bartl_2022_CVPR, author = {Bartl, Vojt\v{e}ch and \v{S}pa\v{n}hel, Jakub and Herout, Adam}, title = {PersonGONE: Image Inpainting for Automated Checkout Solution}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3115-3123} }
An Effective Temporal Localization Method With Multi-View 3D Action Recognition for Untrimmed Naturalistic Driving Videos: Manh Tung Tran,

Minh Quan Vu,

Ngoc Duong Hoang,

Khac-Hoai Nam Bui; [pdf]
[bibtex]
@InProceedings{Tran_2022_CVPR, author = {Tran, Manh Tung and Vu, Minh Quan and Hoang, Ngoc Duong and Bui, Khac-Hoai Nam}, title = {An Effective Temporal Localization Method With Multi-View 3D Action Recognition for Untrimmed Naturalistic Driving Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3168-3173} }
Stargazer: A Transformer-Based Driver Action Detection System for Intelligent Transportation: Junwei Liang,

He Zhu,

Enwei Zhang,

Jun Zhang; [pdf]
[bibtex]
@InProceedings{Liang_2022_CVPR, author = {Liang, Junwei and Zhu, He and Zhang, Enwei and Zhang, Jun}, title = {Stargazer: A Transformer-Based Driver Action Detection System for Intelligent Transportation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3160-3167} }
PAND: Precise Action Recognition on Naturalistic Driving: Hangyue Zhao,

Yuchao Xiao,

Yanyun Zhao; [pdf]
[bibtex]
@InProceedings{Zhao_2022_CVPR, author = {Zhao, Hangyue and Xiao, Yuchao and Zhao, Yanyun}, title = {PAND: Precise Action Recognition on Naturalistic Driving}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3291-3299} }
A Coarse-To-Fine Boundary Localization Method for Naturalistic Driving Action Recognition: Guanchen Ding,

Wenwei Han,

Chenglong Wang,

Mingpeng Cui,

Lin Zhou,

Dianbo Pan,

Jiayi Wang,

Junxi Zhang,

Zhenzhong Chen; [pdf]
[bibtex]
@InProceedings{Ding_2022_CVPR, author = {Ding, Guanchen and Han, Wenwei and Wang, Chenglong and Cui, Mingpeng and Zhou, Lin and Pan, Dianbo and Wang, Jiayi and Zhang, Junxi and Chen, Zhenzhong}, title = {A Coarse-To-Fine Boundary Localization Method for Naturalistic Driving Action Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3234-3241} }
Box-Grained Reranking Matching for Multi-Camera Multi-Target Tracking: Xipeng Yang,

Jin Ye,

Jincheng Lu,

Chenting Gong,

Minyue Jiang,

Xiangru Lin,

Wei Zhang,

Xiao Tan,

Yingying Li,

Xiaoqing Ye,

Errui Ding; [pdf]
[bibtex]
@InProceedings{Yang_2022_CVPR, author = {Yang, Xipeng and Ye, Jin and Lu, Jincheng and Gong, Chenting and Jiang, Minyue and Lin, Xiangru and Zhang, Wei and Tan, Xiao and Li, Yingying and Ye, Xiaoqing and Ding, Errui}, title = {Box-Grained Reranking Matching for Multi-Camera Multi-Target Tracking}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3096-3106} }
Tracked-Vehicle Retrieval by Natural Language Descriptions With Domain Adaptive Knowledge: Huy Dinh-Anh Le,

Quang Qui-Vinh Nguyen,

Vuong Ai Nguyen,

Thong Duy-Minh Nguyen,

Nhat Minh Chung,

Tin-Trung Thái,

Synh Viet-Uyen Ha; [pdf]
[bibtex]
@InProceedings{Le_2022_CVPR, author = {Le, Huy Dinh-Anh and Nguyen, Quang Qui-Vinh and Nguyen, Vuong Ai and Nguyen, Thong Duy-Minh and Chung, Nhat Minh and Th\'ai, Tin-Trung and Ha, Synh Viet-Uyen}, title = {Tracked-Vehicle Retrieval by Natural Language Descriptions With Domain Adaptive Knowledge}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3300-3309} }
City-Scale Multi-Camera Vehicle Tracking Based on Space-Time-Appearance Features: Hui Yao,

Zhizhao Duan,

Zhen Xie,

Jingbo Chen,

Xi Wu,

Duo Xu,

Yutao Gao; [pdf]
[bibtex]
@InProceedings{Yao_2022_CVPR, author = {Yao, Hui and Duan, Zhizhao and Xie, Zhen and Chen, Jingbo and Wu, Xi and Xu, Duo and Gao, Yutao}, title = {City-Scale Multi-Camera Vehicle Tracking Based on Space-Time-Appearance Features}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3310-3318} }
An Effective Framework of Multi-Class Product Counting and Recognition for Automated Retail Checkout: Junfeng Wan,

Shuhao Qian,

Zihan Tian,

Yanyun Zhao; [pdf]
[bibtex]
@InProceedings{Wan_2022_CVPR, author = {Wan, Junfeng and Qian, Shuhao and Tian, Zihan and Zhao, Yanyun}, title = {An Effective Framework of Multi-Class Product Counting and Recognition for Automated Retail Checkout}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3282-3290} }
DeepACO: A Robust Deep Learning-Based Automatic Checkout System: Long Hoang Pham,

Duong Nguyen-Ngoc Tran,

Huy-Hung Nguyen,

Tai Huu-Phuong Tran,

Hyung-Joon Jeon,

Hyung-Min Jeon,

Jae Wook Jeon; [pdf]
[bibtex]
@InProceedings{Pham_2022_CVPR, author = {Pham, Long Hoang and Tran, Duong Nguyen-Ngoc and Nguyen, Huy-Hung and Tran, Tai Huu-Phuong and Jeon, Hyung-Joon and Jeon, Hyung-Min and Jeon, Jae Wook}, title = {DeepACO: A Robust Deep Learning-Based Automatic Checkout System}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3107-3114} }
Multi-Camera Multi-Vehicle Tracking With Domain Generalization and Contextual Constraints: Nhat Minh Chung,

Huy Dinh-Anh Le,

Vuong Ai Nguyen,

Quang Qui-Vinh Nguyen,

Thong Duy-Minh Nguyen,

Tin-Trung Thái,

Synh Viet-Uyen Ha; [pdf]
[bibtex]
@InProceedings{Chung_2022_CVPR, author = {Chung, Nhat Minh and Le, Huy Dinh-Anh and Nguyen, Vuong Ai and Nguyen, Quang Qui-Vinh and Nguyen, Thong Duy-Minh and Th\'ai, Tin-Trung and Ha, Synh Viet-Uyen}, title = {Multi-Camera Multi-Vehicle Tracking With Domain Generalization and Contextual Constraints}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3327-3337} }
Symmetric Network With Spatial Relationship Modeling for Natural Language-Based Vehicle Retrieval: Chuyang Zhao,

Haobo Chen,

Wenyuan Zhang,

Junru Chen,

Sipeng Zhang,

Yadong Li,

Boxun Li; [pdf]
[bibtex]
@InProceedings{Zhao_2022_CVPR, author = {Zhao, Chuyang and Chen, Haobo and Zhang, Wenyuan and Chen, Junru and Zhang, Sipeng and Li, Yadong and Li, Boxun}, title = {Symmetric Network With Spatial Relationship Modeling for Natural Language-Based Vehicle Retrieval}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2022}, pages = {3226-3233} }