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2022

  • [AiATrack]--[code]--AiATrack: Attention in Attention for Transformer Visual Tracking Arxiv, 2022 Shenyuan Gao, Chunluan Zhou, Chao Ma, Xinggang Wang, Junsong Yuan
  • [OSTrack]--[Code]--Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework. Arxiv, 2022 .Botao Ye, Hong Chang, Bingpeng Ma, Shiguang Shan.
  • [MixFormer]--[Code]--MixFormer: End-to-End Tracking with Iterative Mixed Attention. CVPR, 2022. Yutao Cui, Cheng Jiang, Limin Wang, Gangshan Wu.
  • [SBT]--[Code]--Correlation-Aware Deep Tracking. CVPR, 2022. Fei Xie, Chunyu Wang, Guangting Wang, Yue Cao, Wankou Yang, Wenjun Zeng.
  • [ToMP]--[Code]--Transforming Model Prediction for Tracking. CVPR, 2022. Christoph Mayer, Martin Danelljan, Goutam Bhat, Matthieu Paul, Danda Pani Paudel, Fisher Yu, Luc Van Gool.
  • [SimTrack]--[Code]--Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking. Arxiv, 2022. Boyu Chen, Peixia Li, Lei Bai, Lei Qiao, Qiuhong Shen, Bo Li, Weihao Gan, Wei Wu, Wanli Ouyang.
  • [E.T.Track]--[Code]--Efficient Visual Tracking with Exemplar Transformers. Arxiv, 2022. Philippe Blatter, Menelaos Kanakis, Martin Danelljan, Luc Van Gool.
  • [TCTrack]--[Code]--TCTrack: Temporal Contexts for Aerial Tracking. Ziang Cao, Ziyuan Huang, Liang Pan, Shiwei Zhang, Ziwei Liu, Changhong Fu

2021

  • [STARK]--[Code]--Learning Spatio-Temporal Transformer for Visual Tracking. ICCV, 2021. Bin Yan, Houwen Peng, Jianlong Fu, Dong Wang, Huchuan Lu.
  • [TrDimp]--[Code]--Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking. CVPR, 2021. Ning Wang, Wengang Zhou, Jie Wang, Houqiang Li.

ArXiv 2022

  • [CAJMU] Qiuhong Shen, Xin Li, Fanyang Meng, Yongsheng Liang
    "Context-aware Visual Tracking with Joint Meta-updating"
    [paper] [[code]]

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

  • [RTS] Matthieu Paul, Martin Danelljan, Christoph Mayer, Luc Van Gool
    "Robust Visual Tracking by Segmentation"
    [paper] [code]

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

  • [TransInMo] Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing, Yilin Lyu, Bing Li, Weiming Hu
    "Learning Target-aware Representation for Visual Tracking via Informative Interactions"
    [paper] [[code]]

  • [DMT] Yan Xia, Qiangqiang Wu, Tianyu Yang, Wei Li, Antoni B. Chan, Uwe Stilla
    "A Lightweight and Detector-free 3D Single Object Tracker on Point Clouds"
    [paper] [[code]]

IJCAI2022

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

CVPR 2022

  • [RBO] Feng Tang, Qiang Ling
    "Ranking-Based Siamese Visual Tracking"
    [paper] [code]

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

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

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

  • [Trackron] Fan Ma, Mike Zheng Shou, Linchao Zhu, Haoqi Fan, Yilei Xu, Yi Yang, Zhicheng Yan
    "Unified Transformer Tracker for Object Tracking" ⭐SOT & MOT⭐
    [paper] [code]

  • [MixForme] Yutao Cui, Cheng Jiang, Limin Wang, Gangshan Wu
    "MixFormer: End-to-End Tracking with Iterative Mixed Attention"
    [paper] [code]

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

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

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

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

ICRA 2022

  • [Ad2Attack] Changhong Fu, Sihang Li, Xinnan Yuan, Junjie Ye, Ziang Cao, Fangqiang Ding
    "Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV Tracking"
    [paper] [code]

AAAI 2022

  • [HDM] Xinrui Zhan, Yueran Liu, Jianke Zhu, Yang Li
    "Homography Decomposition Networks for Planar Object Tracking"
    [paper] [code]

WACV 2022

  • [SiamTPN] Daitao Xing, Nikolaos Evangeliou, Athanasios Tsoukalas, Anthony Tzes
    "Siamese Transformer Pyramid Networks for Real-Time UAV Tracking"
    [paper] [code]

2021

ArXiv 2021

  • [FEAR] Vasy, Borsuk, Roman Vei, Orest Kupyn, Tetiana Martyniuk, Igor Krashenyi, JiΛ‡ri Matas
    "FEAR: Fast, Efficient, Accurate and Robust Visual Tracker"
    [paper] [[code]]

  • [E.T.Track] Philippe Blatter, Menelaos Kanakis, Martin Danelljan, Luc Van Gool
    "Efficient Visual Tracking with Exemplar Transformers" (🌟 Transformer 🌟)
    [paper] [code]

  • [SwinTrack] Liting Lin, Heng Fan, Yong Xu, Haibin Ling
    "SwinTrack: A Simple and Strong Baseline for Transformer Tracking" (🌟 Transformer 🌟)
    [paper] [code]

  • [ALT] Di Yuan, Xiaojun Chang, Qiao Liu, Dehua Wang, Zhenyu He
    "Active Learning for Deep Visual Tracking"
    [paper] [[code]]

  • [RPT++] Ziang Ma, Haitao Zhang, Linyuan Wang, Jun Yin
    "RPT++: Customized Feature Representation for Siamese Visual Tracking"
    [paper] [[code]]

  • [IAT] Mengmeng Wang, Xiaoqian Yang, Yong Liu
    "Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking"
    [paper] [[code]]

  • [] Jinghao Zhou, Bo Li, Peng Wang, Peixia Li, Weihao Gan, Wei Wu, Junjie Yan, Wanli Ouyang.
    "Real-Time Visual Object Tracking via Few-Shot Learning"
    [paper] [[code]]

  • [] Jinghao Zhou, Bo Li, Lei Qiao, Peng Wang, Weihao Gan, Wei Wu, Junjie Yan, Wanli Ouyang.
    "Higher Performance Visual Tracking with Dual-Modal Localization"
    [paper] [[code]]

  • [TREG] Yutao Cui, Cheng Jiang, Limin Wang, Gangshan Wu.
    "Target Transformed Regression for Accurate Tracking"
    [paper] [code]

  • [SiamSTM] Jinpu Zhang, Yuehuan Wang
    "Spatio-Temporal Matching for Siamese Visual Tracking"
    [paper] [[code]]

  • [TrTr] Moju Zhao, Kei Okada, Masayuki Inaba
    "TrTr: Visual Tracking with Transformer"
    [paper] [code]

ACML 2021

  • [PCDHV] Ying Wang, Tingfa Xu, Jianan Li, Shenwang Jiang, Junjie Chen
    "Pyramid Correlation based Deep Hough Voting for Visual Object Tracking"
    [paper] [[code]]

IJCNN 2021

  • [TrackMLP] Tianyu Zhu, Rongkai Ma, Mehrtash Harandi, Tom Drummond
    "Learning Online for Unified Segmentation and Tracking Models"
    [paper] [[code]]

BMVC 2021

  • [TAPL] Wei han, Hantao Huang, Xiaoxi Yu
    "TAPL: Dynamic Part-based Visual Tracking via Attention-guided Part Localization"
    [paper] [[code]]

ICCV 2021

  • [Stark] Bin Yan, Houwen Peng, Jianlong Fu, Dong Wang, Huchuan Lu.
    "Learning Spatio-Temporal Transformer for Visual Tracking" (:star2: Transformer :star2:)
    [paper] [code]

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

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

  • [HiFT] Ziang Cao, Changhong Fu, Junjie Ye, Bowen Li, Yiming Li
    "HiFT: Hierarchical Feature Transformer for Aerial Tracking"(🌟 Transformer 🌟)
    [paper] [code]

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

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

  • [USOT] Jilai Zheng, Chao Ma, Houwen Peng, Xiaokang Yang
    "Learning to Track Objects from Unlabeled Videos" (:star2: unsupervised 🌟)
    [paper] [code]

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

  • [] Bin Zhao, Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte
    "Generating Masks from Boxes by Mining Spatio-Temporal Consistencies in Videos"
    [paper] [code]

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

IROS 2021

  • [DarkLighter] Junjie Ye, Changhong Fu, Guangze Zheng, Ziang Cao, Bowen Li
    "DarkLighter: Light Up the Darkness for UAV Tracking"
    [paper] [code]

  • [SiamAPN++] Ziang Cao, Changhong Fu, Junjie Ye, Bowen Li, Yiming Li
    "SiamAPN++: Siamese Attentional Aggregation Network for Real-Time UAV Tracking"
    [paper] [code]

AAAI 2021

  • [UATracker] Lijun Zhou, Antoine Ledent, Qintao Hu, Ting Liu, Jianlin Zhang, Marius Kloft
    "Model Uncertainty Guides Visual Object Tracking"
    [paper] [code]

  • [PACNet] Dawei Zhang, Zhonglong Zheng, Riheng Jia, Minglu Li
    "Visual Tracking via Hierarchical Deep Reinforcement Learning"
    [paper] [[code]]

WACV 2021

  • [MART] Heng Fan, Haibin Ling
    "MART: Motion-Aware Recurrent Neural Network for Robust Visual Tracking"
    [paper] [[code]]

IJCAI 2021

  • [SiamRCR] Jinlong Peng, Zhengkai Jiang, Yueyang Gu, Yang Wu, Yabiao Wang, Ying Tai, Chengjie Wang, Weiyao Lin
    "SiamRCR: Reciprocal Classification and Regression for Visual Object Tracking"
    [paper] [[code]]

CVPR 2021

  • [TransformerTrack] Ning Wang, Wengang Zhou, Jie Wang, and Houqiang Li.
    "Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking" (Oral、:star2: Transformer :star2:)
    [paper] [code]

  • [TransT] Xin Chen, Bin Yan, Jiawen Zhu, Dong Wang, Xiaoyun Yang Huchuan Lu.
    "Transformer Tracking" (🌟 Transformer 🌟)
    [paper] [code]

  • [AlphaRef] Bin Yan, Xinyu Zhang, Dong Wang, Huchuan Lu, Xiaoyun Yang.
    "Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation" (VOT-2020 realtime #1)
    [paper] [paper_new] [code]

  • [SiamGAT] Dongyan Guo, Yanyan Shao, Ying Cui, Zhenhua Wang, Liyan Zhang,Chunhua Shen.
    "Graph Attention Tracking"
    [paper] [code]

  • [lighttrack] Bin Yan, Houwen Peng, Kan Wu, Dong Wang, Jianlong Fu, Huchuan Lu
    "LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search" (🌟 NAS 🌟)
    [paper] [code]

  • [SiamRN] Siyuan Cheng, Bineng Zhong, Guorong Li, Xin Liu, Zhenjun Tang, Xianxian Li, Jing Wang2
    "Learning to Filter: Siamese Relation Network for Robust Tracking"
    [paper] [code]

  • [DMTrack] Zikai Zhang, Bineng Zhong, Shengping Zhang, Zhenjun Tang, Xin Liu, Zhaoxiang Zhang
    "Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT Philosophy"
    [paper] [code]

  • [CtP] Guangting Wang, Yizhou Zhou, Chong Luo, Wenxuan Xie, Wenjun Zeng, Zhiwei Xiong
    "Unsupervised Visual Representation Learning by Tracking Patches in Video"
    [paper] [code]

  • [STMTrack] Zhihong Fu, Qingjie Liu, Zehua Fu, Yunhong Wang.
    "STMTrack: Template-free Visual Tracking with Space-time Memory Networks"
    [paper] [code]

  • [CapsuleRRT] Ding Ma, Xiangqian Wu
    "CapsuleRRT: Relationships-aware Regression Tracking via Capsules"
    [paper] [[code]]

  • [PUL] Qiangqiang Wu Jia Wan Antoni B. Chan
    "Progressive Unsupervised Learning for Visual Object Tracking"
    [paper] [[code]]

  • [SNLT] Qi Feng, Vitaly Ablavsky, Qinxun Bai, Stan Sclaroff
    "Siamese Natural Language Tracker: Tracking by Natural Language Descriptions With Siamese Trackers"
    [paper] [code]

  • [Siam-ACM] Wencheng Han, Xingping Dong, Fahad Shahbaz Khan, Ling Shao, Jianbing Shen
    "Learning To Fuse Asymmetric Feature Maps in Siamese Trackers"
    [paper] [code]

  • [IoUattack] Shuai Jia, Yibing Song, Chao Ma, Xiaokang Yang.
    "IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking"
    [paper] [code]

  • [RE-SiamNets] Deepak K. Gupta, Devanshu Arya, Efstratios Gavves
    "Rotation Equivariant Siamese Networks for Tracking"
    [paper] [code]

  • [TNL2K] Xiao Wang, Xiujun Shu, Zhipeng Zhang, Bo Jiang, Yaowei Wang, Yonghong Tian, Feng Wu
    "Towards More Flexible and Accurate Object Tracking With Natural Language: Algorithms and Benchmark"
    [paper] [code]

2020

other 2020

  • [FCOT] Yutao Cui, Cheng Jiang, Limin Wang, Gangshan Wu.
    "Fully Convolutional Online Tracking" [paper] [code]

IJCAI 2020

  • [TLPG] Siyuan Li, Zhi Zhang, Ziyu Liu, Anna Wang, Linglong Qiu, Feng Du
    "TLPG-Tracker: Joint Learning of Target Localization and Proposal Generation for Visual Tracking"
    [paper] [[code]]

ECCV 2020

  • [Ocean] Zhipeng Zhang, Houwen Peng.
    "Ocean: Object-aware Anchor-free Tracking" [paper] [code1] [code2]

  • [KYS] Goutam Bhat, Martin Danelljan, Luc Van Gool, Radu Timofte.
    "Know Your Surroundings: Exploiting Scene Information for Object Tracking." [paper]

  • [CLNet] Xingping Dong, Jianbing Shen, Ling Shao, Fatih Porikli.
    "CLNet: A Compact Latent Network for Fast Adjusting Siamese Trackers" [paper] [code]

  • [DCFST] Linyu Zheng, Ming Tang, Yingying Chen, Jinqiao Wang, Hanqing Lu.
    "Learning Feature Embeddings for Discriminant Model based Tracking" [paper] [code]

  • [PG-Net] Bingyan Liao, Chenye Wang, Yayun Wang, Yaonong Wang, Jun Yin
    "PG-Net: Pixel to Global Matching Network for Visual Tracking" [paper]

  • [] Yuan Liu, Ruoteng Li, Yu Cheng, Robby T.Tan, Xiubao Sui
    "Object Tracking using Spatio-Temporal Networks for Future Prediction Location" [paper]

  • [RTAA] Shuai Jia, Chao Ma, Yibing Song and Xiaokang Yang.
    "Robust Tracking against Adversarial Attacks" [paper] [code]

  • [FAN] Siyuan Liang, Xingxing Wei, Siyuan Yao, Xiaochun Cao.
    "Efficient Adversarial Attacks for Visual Object Tracking" [paper]

  • [SPARK] Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu.
    "SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking" [paper]

ECCVW 2020

  • [RPT] Ziang Ma, Linyuan Wang, Haitao Zhang, Wei Lu, Jun Yin.
    "RPT: Learning Point Set Representation for Siamese Visual Tracking" (VOT-2020 baseline #1) [paper] [code]

CVPR2020

  • [LTMU] Kenan Dai, Yunhua Zhang, Dong Wang, Jianhua Li, Huchuan Lu, Xiaoyun Yang.
    "High-Performance Long-Term Tracking with Meta-Updater" (oral & Best Paper Nomination) [paper] [code]

  • [MAML] Guangting Wang, Chong Luo, Xiaoyan Sun, Zhiwei Xiong, Wenjun Zeng.
    "Tracking by Instance Detection: A Meta-Learning Approach" (oral) [paper]

  • [SiamCAR] Dongyan Guo, Jun Wang, Ying Cui, Zhenhua Wang, Shengyong Chen.
    "SiamCAR: Siamese Fully Convolutional Classification and Regression for Visual Tracking" (oral) [paper] [code]

  • [D3S] Alan LukeΕΎič, JiΕ™Γ­ Matas and Matej Kristan.
    "D3S - A Discriminative Single Shot Segmentation Tracker" [paper] [code]

  • [SiamBAN] Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, Rongrong Ji.
    "Siamese Box Adaptive Network for Visual Tracking" [paper] [code]

  • [ROAM] Tianyu Yang, Pengfei Xu, Runbo Hu, Hua Chai, Antoni B. Chan.
    "ROAM: Recurrently Optimizing Tracking Model" [paper] [code]

  • [CSA] Bin Yan, Dong Wang, Huchuan Lu, Xiaoyun Yang.
    "Cooling-Shrinking Attack: Blinding the Tracker with Imperceptible Noises" [paper] [code]

  • [PrDiMP] Martin Danelljan, Luc Van Gool, Radu Timofte.
    "Probabilistic Regression for Visual Tracking" [paper] [code]

  • [Siam R-CNN] Paul Voigtlaender, Jonathon Luiten, Philip H.S. Torr, Bastian Leibe.
    "Siam R-CNN: Visual Tracking by Re-Detection" [paper] [code]

  • [SiamAttn] Yuechen Yu, Yilei Xiong, Weilin Huang, Matthew R. Scott.
    "Deformable Siamese Attention Networks for Visual Object Tracking" [paper] [code]

  • [CGACD] Fei Du, Peng Liu, Wei Zhao, Xianglong Tang.
    "Correlation-Guided Attention for Corner Detection Based Visual Tracking" [paper] [code]

rejected

  • [SiamKPN] Li Qiang, Qin Zekui, Zhang Wenbo, Zheng Wen
    "Siamese Keypoint Prediction Network for Visual Object Tracking" [paper] [code]

AAAI2020

  • [SPSTracker] Qintao Hu, Lijun Zhou, Xiaoxiao Wang, Yao Mao, Jianlin Zhang, Qixiang Ye.
    "SPSTracker: Sub-Peak Suppression of Response Map for Robust Object Tracking" [paper] [code]

  • [SiamFC++] Yinda Xu, Zeyu Wang, Zuoxin Li, Ye Yuan, Gang Yu.
    "SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines" [paper] [code]

  • [GlobalTrack] Lianghua Huang, Xin Zhao, Kaiqi Huang.
    "GlobalTrack: A Simple and Strong Baseline for Long-term Tracking" [paper] [code]

  • [DROL] Jinghao Zhou, Peng Wang, Haoyang Sun.
    "Discriminative and Robust Online Learning for Siamese Visual Tracking" [paper] [code]

  • [MetaRTT] Ilchae Jung, Kihyun You, Hyeonwoo Noh, Minsu Cho, Bohyung Han.
    "Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning" [paper]