Visual_Language_Tracking_Paper_List

Papers

NeurIPS 2024

• MemVLT: Xiaokun Feng, Xuchen Li, Shiyu Hu, Dailing Zhang, Meiqi Wu, Jing Zhang, Xiaotang Chen, Kaiqi Huang
  "MemVLT: Visual-Language Tracking with Adaptive Memory-based Prompts" NeurIPS 2024

• ChatTracker: Yiming Sun, Fan Yu, Shaoxiang Chen, Yu Zhang, Junwei Huang, Chenhui Li, Yang Li, Changbo Wang
  "ChatTracker: Enhancing Visual Tracking Performance via Chatting with Multimodal Large Language Model" NeurIPS 2024
  [paper]

• VastTrack: Liang Peng, Junyuan Gao, Xinran Liu, Weihong Li, Shaohua Dong, Zhipeng Zhang, Heng Fan, Libo Zhang
  "VastTrack: Vast Category Visual Object Tracking" NeurIPS 2024
  [paper]
  [platform]

• WebUOT-1M: Chunhui Zhang, Li Liu, Guanjie Huang, Hao Wen, Xi Zhou, Yanfeng Wang
  "WebUOT-1M: Advancing Deep Underwater Object Tracking with A Million-Scale Benchmark" NeurIPS 2024
  [paper]
  [platform]

CVPR 2024

• OneTracker: Lingyi Hong, Shilin Yan, Renrui Zhang, Wanyun Li, Xinyu Zhou, Pinxue Guo, Kaixun Jiang, Yiting Cheng, Jinglun Li, Zhaoyu Chen, Wenqiang Zhang
  "OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning" CVPR 2024
  [paper]

• QueryNLT: Yanyan Shao, Shuting He, Qi Ye, Yuchao Feng, Wenhan Luo, Jiming Chen
  "Context-Aware Integration of Language and Visual References for Natural Language Tracking" CVPR 2024
  [paper]
  [code]

ECCV 2024

• Elysium: Han Wang, Yanjie Wang, Yongjie Ye, Yuxiang Nie, Can Huang
  "Elysium: Exploring Object-level Perception in Videos via MLLM" ECCV 2024
  [paper]
  [code]

• SemTrack: Wang, Pengfei and Hui, Xiaofei and Wu, Jing and Yang, Zile and Ong, Kian Eng and Zhao, Xinge and Lu, Beijia and Huang, Dezhao and Ling, Evan and Chen, Weiling and Ma, Keng Teck and Hur, Minhoe and Liu, Jun
  "SemTrack: A Large-scale Dataset for Semantic Tracking in the Wild" ECCV 2024
  [paper]
  [platform]

AAAI 2024

• UVLTrack: Yinchao Ma, Yuyang Tang, Wenfei Yang, Tianzhu Zhang, Jinpeng Zhang, Mengxue Kang
  "Unifying Visual and Vision-Language Tracking via Contrastive Learning" AAAI 2024
  [paper]
  [code]

ACM MM 2024

• ATTrack: Jiawei Ge, Jiuxin Cao, Xuelin Zhu, Xinyu Zhang, Chang Liu, Kun Wang, Bo Liu
  "Consistencies are All You Need for Semi-supervised Vision-Language Tracking" ACM MM 2024
  [paper]

IJCAI 2024

• DMTrack: Guangtong Zhang, Bineng Zhong, Qihua Liang, Zhiyi Mo, Shuxiang Song
  "Diffusion Mask-Driven Visual-language Tracking" IJCAI 2024
  [paper]

TCSVT 2024

• OSDT: Guangtong Zhang, Bineng Zhong, Qihua Liang, Zhiyi Mo, Ning Li, Shuxiang Song
  "One-Stream Stepwise Decreasing for Vision-Language Tracking" TCSVT 2024
  [paper]

ICASSP 2024

• TTCTrack: Zhongjie Mao, Yucheng Wang, Xi Chen, Jia Yan
  "Textual Tokens Classification for Multi-Modal Alignment in Vision-Language Tracking" ICASSP 2024
  [paper]

CVPRW 2024

• DTLLM-VLT: Xuchen Li, Xiaokun Feng, Shiyu Hu, Meiqi Wu, Dailing Zhang, Jing Zhang, Kaiqi Huang
  "DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM" CVPRW 2024
  [paper]

ArXiv 2024

• SATracker: Jiawei Ge, Xiangmei Chen, Jiuxin Cao, Xuelin Zhu, Weijia Liu, Bo Liu
  "Beyond Visual Cues: Synchronously Exploring Target-Centric Semantics for Vision-Language Tracking" ArXiv 2024
  [paper]

• VLT-MI: Xuchen Li, Shiyu Hu, Xiaokun Feng, Dailing Zhang, Meiqi Wu, Jing Zhang, Kaiqi Huang
  "Visual Language Tracking with Multi-modal Interaction: A Robust Benchmark" ArXiv 2024
  [paper]
  [platform]

• UW-COT: Chunhui Zhang, Li Liu, Guanjie Huang, Hao Wen, Xi Zhou, Yanfeng Wang
  "Towards Underwater Camouflaged Object Tracking: An Experimental Evaluation of SAM and SAM 2" ArXiv 2024
  [paper]
  [platform]

CVPR 2023

• JointNLT: Li Zhou, Zikun Zhou, Kaige Mao, Zhenyu He
  "Joint Visual Grounding and Tracking with Natural Language Specification" CVPR 2023
  [paper]
  [code]

ICCV 2023

• DecoupleTNL: Ding Ma, Xiangqian Wu
  "Tracking by Natural Language Specification with Long Short-term Context Decoupling" ICCV 2023
  [paper]

NeurIPS 2023

• MGIT: Shiyu Hu, Dailin Zhang, Meiqi Wu, Xiaokun Feng, Xuchen Li, Xin Zhao, Kaiqi Huang
  "A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and causal Relationship" NeurIPS 2023
  [paper]
  [platform]

ACM MM 2023

• All in One: Chunhui Zhang, Xin Sun, Li Liu, Yiqian Yang, Qiong Liu, Xi Zhou, Yanfeng Wang
  "All in One: Exploring Unified Vision-Language Tracking with Multi-Modal Alignment" ACM MM 2023
  [paper]
  [code]

TMM 2023

• OVLM: Huanlong Zhang, Jingchao Wang, Jianwei Zhang, Tianzhu Zhang, Bineng Zhong
  "One-stream Vision-Language Memory Network for Object Tracking" TMM 2023
  [paper]

TCSVT 2023

• MMTrack: Yaozong Zheng, Bineng Zhong, Qihua Liang, Guorong Li, Rongrong Ji, Xianxian Li
  "Towards Unified Token Learning for Vision-Language Tracking" TCSVT 2023
  [paper]
  [code]

• TransNLT: Rong Wang, Zongheng Tang, Qianli Zhou, Xiaoqian Liu, Tianrui Hui, Quange Tan, Si Liu
  "Unified Transformer With Isomorphic Branches for Natural Language Tracking" TCSVT 2023
  [paper]

PRL 2023

• TransVLT: Haojie Zhao, Xiao Wang, Dong Wang, Huchuan Lu, Xiang Ruan
  "Transformer vision-language tracking via proxy token guided cross-modal fusion" PRL 2023
  [paper]

ArXiv 2023

• VLT_OST: Mingzhe Guo, Zhipeng Zhang, Liping Jing , Haibin Ling, Heng Fan
  "Divert More Attention to Vision-Language Object Tracking" ArXiv 2023
  [paper]
  [code]

NeuIPS 2022

• VLT_TT: Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing
  "Divert More Attention to Vision-Language Tracking" NeurIPS 2022
  [paper]
  [code]

CVPRW 2022

• CTRTNL: Yihao L, Jun Yu, Zhongpeng Cai, Yuwen Pan
  "Cross-Modal Target Retrieval for Tracking by Natural Language" CVPRW 2022
  [paper]

IJCV 2021

• LaSOT_EXT: Heng Fan, Hexin Bai, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Harshit, Mingzhen Huang, Juehuan Liu, Yong Xu, Chunyuan Liao, Lin Yuan, Haibin Ling
  "LaSOT: A High-quality Large-scale Single Object Tracking Benchmark" IJCV 2021
  [paper]
  [platform]

CVPR 2021

• SNLT: Qi Feng, Vitaly Ablavsky, Qinxun Bai, Stan Sclaroff
  "Siamese Natural Language Tracker: Tracking by Natural Language Descriptions With Siamese Trackers" CVPR 2021
  [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" CVPR 2021
  [paper]
  [platform]

ACM MM 2021

• CapsuleTNL: Ding Ma, Xiangqian Wu
  "Capsule-based Object Tracking with Natural Language Specification" ACM MM 2021
  [paper]

TCSVT 2021

• GTI: Zhengyuan Yang, Tushar Kumar, Tianlang Chen, Jingsong Su, Jiebo Luo
  "Grounding-Tracking-Integration" TCSVT 2021
  [paper]

WACV 2020

• RTTNLD: Qi Feng, Vitaly Ablavsky, Qinxun Bai, Guorong Li, Stan Sclaroff
  "Real-time Visual Object Tracking with Natural Language Description" WACV 2020
  [paper]

CVPR 2019

• LaSOT: Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Hexin Bai, Yong Xu, Chunyuan Liao, Haibin Ling
  "LaSOT: A High-quality Benchmark for Large-scale Single Object Tracking" CVPR 2019
  [paper]
  [platform]

ArXiv 2019

• NLRPN: Qi Feng, Vitaly Ablavsky, Qinxun Bai, Stan Sclaroff
  "Robust Visual Object Tracking with Natural Language Region Proposal Network" ArXiv 2019
  [paper]

ArXiv 2018

• DAT: Xiao Wang, Chenglong Li, Rui Yang, Tianzhu Zhang, Jin Tang, Bin Luo
  "Describe and Attend to Track: Learning Natural Language guided Structural Representation and Visual Attention for Object Tracking" ArXiv 2018
  [paper]

CVPR 2017

• TNLS: Li, Zhenyang and Tao, Ran and Gavves, Efstratios, Snoek, Cees G. M., Smeulders, Arnold W. M.
  "Tracking by Natural Language Specification" CVPR 2017
  [paper]
  [code]