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arXiv 2022

  • SOTVerse: A User-defined Task Space of Single Object Tracking. arXiv 2022-04
    Shiyu Hu, Xin Zhao, Kaiqi Huang
    [paper] [project]

  • RGBD Object Tracking: An In-depth Review. arXiv 2022-03
    Jinyu Yang, Zhe Li, Song Yan, Feng Zheng, Aleš Leonardis, Joni-Kristian Kämäräinen, Ling Shao
    [paper] [code]

  • BCOT: A Markerless High-Precision 3D Object Tracking Benchmark. arXiv 2022-03
    Jiachen Li, Bin Wang, Shiqiang Zhu, Xin Cao, Fan Zhong, Wenxuan Chen, Te Li, Jason Gu, Xueying Qin
    [paper] [code]

  • Efficient Visual Tracking via Hierarchical Cross-Attention Transformer. arXiv 2022-03
    Xin Chen, Dong Wang, Dongdong Li, Huchuan Lu
    [paper] [code]

ECCV 2022

  • Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework (OSTrack)
    Botao Ye, Hong Chang, Bingpeng Ma, Shiguang Shan
    [paper] [code]

  • Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking (SimTrack)
    Boyu Chen, Peixia Li, Lei Bai, Lei Qiao, Qiuhong Shen, Bo Li, Weihao Gan, Wei Wu, Wanli Ouyang
    [paper] [code]

IJCAI 2022

  • SparseTT: Visual Tracking with Sparse Transformers
    Zhihong Fu, Zehua Fu, Qingjie Liu, Wenrui Cai, Yunhong Wang
    [paper] [code]

CVPR 2022

  • Transformer Tracking with Cyclic Shifting Window Attention. CVPR 2022
    Zikai Song, Junqing Yu, Yi-Ping Phoebe Chen, Wei Yang
    [paper] [code]

  • Recurrent Dynamic Embedding for Video Object Segmentation. CVPR 2022
    Mingxing Li, Li Hu, Zhiwei Xiong, Bang Zhang, Pan Pan, Dong Liu
    [paper] [code]

  • Beyond 3D Siamese Tracking: A Motion-Centric Paradigm for 3D Single Object Tracking in Point Clouds. CVPR 2022
    Chaoda Zheng, Xu Yan, Haiming Zhang, Baoyuan Wang, Shenghui Cheng, Shuguang Cui, Zhen Li
    [paper] [code]

  • Correlation-Aware Deep Tracking. CVPR 2022
    Fei Xie, Chunyu Wang, Guangting Wang, Yue Cao, Wankou Yang, Wenjun Zeng
    [paper] [code]

  • Global Tracking via Ensemble of Local Trackers. CVPR 2022
    Zikun Zhou, Jianqiu Chen, Wenjie Pei, Kaige Mao, Hongpeng Wang, Zhenyu He
    [paper] [code]

  • Iterative Corresponding Geometry: Fusing Region and Depth for Highly Efficient 3D Tracking of Textureless Objects. CVPR 2022
    Manuel Stoiber, Martin Sundermeyer, Rudolph Triebel
    [paper] [code]

  • Language as Queries for Referring Video Object Segmentation. CVPR2022
    Jiannan Wu, Yi Jiang, Peize Sun, Zehuan Yuan, Ping Luo
    [paper] [code]

    Notes referformer
    • Key idea:
      • Viewing the language as queries to attend to the most relevant regions
      • Performing tracking by linking the corresponding queries across frames
    • Performance:
      • 55.6(resnet50)/64.2(swin-large) J&F on Ref-Youtube-VOS;
      • 55.0 mAP on A2D-Sentences;
      • 43.7 mAP on JHMDB-Sequences

  • MixFormer: End-to-End Tracking with Iterative Mixed Attention. CVPR 2022
    Yutao Cui, Cheng Jiang, Limin Wang, Gangshan
    [paper] [code]

  • Transforming Model Prediction for Tracking. CVPR 2022
    Christoph Mayer, Martin Danelljan, Goutam Bhat, Matthieu Paul, Danda Pani Paudel, Fisher Yu, Luc Van Gool
    [paper] [code]

  • TCTrack: Temporal Contexts for Aerial Tracking. CVPR 2022
    Ziang Cao, Ziyuan Huang, Liang Pan, Shiwei Zhang, Ziwei Liu, Changhong Fu
    [paper] [code]

  • Unsupervised Domain Adaptation for Nighttime Aerial Tracking. CVPR 2022
    Junjie Ye, Changhong Fu, Guangze Zheng, Danda Pani Paudel, Guang Chen
    [paper] [code]

  • Unified Transformer Tracker for Object Tracking. CVPR2022
    Fan Ma, Mike Zheng Shou, Linchao Zhu, Haoqi Fan, Yilei Xu, Yi Yang, Zhicheng Yan
    [paper] [code]

  • Unsupervised Learning of Accurate Siamese Tracking. CVPR2022
    Qiuhong Shen, Lei Qiao, Jinyang Guo, Peixia Li, Xin Li, Bo Li, Weitao Feng, Weihao Gan, Wei Wu, Wanli Ouyang
    [paper] [code]

  • Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New Baseline. CVPR2022
    Pengyu Zhang, Jie Zhao, Dong Wang, Huchuan Lu, Xiang Ruan
    [paper] [code]

  • Ranking-Based Siamese Visual Tracking. CVPR 2022
    Feng Tang, Qiang Ling
    [paper] [code]

  • Spiking Transformers for Event-Based Single Object Tracking. CVPR 2022
    Jiqing Zhang, Bo Dong, Haiwei Zhang, Jianchuan Ding, Felix Heide, Baocai Yin, Xin Yang
    [paper] [code]

arXiv 2021

  • Efficient Visual Tracking with Exemplar Transformers. arXiv 2021-12
    Philippe Blatter, Menelaos Kanakis, Martin Danelljan, Luc Van Gool
    [paper]

  • SwinTrack: A Simple and Strong Baseline for Transformer Tracking. arXiv 2021-12
    Liting Lin, Heng Fan, Yong Xu, Haibin Ling
    [paper] [code]

ICCV 2021

  • Box-Aware Feature Enhancement for Single Object Tracking on Point Clouds. ICCV 2021
    Chaoda Zheng, Xu Yan, Jiantao Gao, Weibing Zhao, Wei Zhang, Zhen Li, Shuguang Cui
    [paper] [code]

  • DepthTrack: Unveiling the Power of RGBD Tracking. ICCV 2021
    Song Yan, Jinyu Yang, Jani Kapyl¨ a¨, Feng Zheng, Ales Leonardis, Joni-Kristian Kam¨ ar¨ ainen
    [paper] [code]

  • HiFT: Hierarchical Feature Transformer for Aerial Tracking. ICCV 2021
    Ziang Cao, Changhong Fu, Junjie Ye, Bowen Li, Yiming Li
    [paper] [code]

  • High-Performance Discriminative Tracking with Transformers. ICCV 2021
    Bin Yu, Ming Tang, Linyu Zheng, Guibo Zhu, Jinqiao Wang, Hao Feng, Xuetao Feng, Hanqing Lu
    [paper]

  • Learning Spatio-Temporal Transformer for Visual Tracking. ICCV 2021
    Bin Yan, Houwen Peng, Jianlong Fu, Dong Wang, Huchuan Lu
    [paper] [code]

  • Learning Target Candidate Association to Keep Track of What Not to Track. ICCV 2021
    Christoph Mayer, Martin Danelljan, Danda Pani Paudel, Luc Van Gool
    [paper] [code]

  • Learning to Adversarially Blur Visual Object Tracking. ICCV 2021
    Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, Jianjun Zhao
    [paper] [code]

  • Learn to Match: Automatic Matching Network Design for Visual Tracking. ICCV 2021
    Zhipeng Zhang, Yihao Liu, Xiao Wang, Bing Li, Weiming Hu
    [paper] [code]

  • Learning to Track Objects from Unlabeled Videos. ICCV 2021
    Jilai Zheng, Chao Ma, Houwen Peng, Xiaokang Yang
    [paper] [code]

  • MLVSNet: Multi-level Voting Siamese Network for 3D Visual Tracking. ICCV 2021
    Zhoutao Wang, Qian Xie, Yu-Kun Lai, Jing Wu, Kun Long, Jun Wang
    [paper] [code]

  • Object Tracking by Jointly Exploiting Frame and Event Domain. ICCV 2021
    Jiqing Zhang, Xin Yang, Yingkai Fu, Xiaopeng Wei, Baocai Yin, Bo Dong
    [paper]

  • R-SLAM: Optimizing Eye Tracking from Rolling Shutter Video of the Retina. ICCV 2021
    Jay Shenoy, James Fong, Jeffrey Tan, Austin Roorda, Ren Ng
    [paper]

  • Saliency-Associated Object Tracking. ICCV 2021
    Zikun Zhou, Wenjie Pei, Xin Li, Hongpeng Wang, Feng Zheng, Zhenyu He
    [paper] [code]

  • Transparent Object Tracking Benchmark. ICCV 2021
    Heng Fan, Halady Akhilesha Miththanthaya, Harshit, Siranjiv Ramana Rajan, Xiaoqiong Liu, Zhilin Zou, Yuewei Lin, Haibin Ling
    [paper] [code]

  • Video Annotation for Visual Tracking via Selection and Refinement. ICCV 2021
    Kenan Dai, Jie Zhao, Lijun Wang, Dong Wang, Jianhua Li, Huchuan Lu, Xuesheng Qian, Xiaoyun Yang
    [paper] [code]

  • You Don’t Only Look Once: Constructing Spatial-Temporal Memory for Integrated 3D Object Detection and Tracking. ICCV 2021
    Jiaming Sun, Yiming Xie, Siyu Zhang, Linghao Chen, Guofeng Zhang, Hujun Bao, Xiaowei Zhou
    [paper] [code]