Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark

Computer Vision and Pattern Recognition (CVPR), 2021

31 March 2021

Yaowei Wang

Yonghong Tian

Feng Wu

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Papers citing "Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark"

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Title
UniSOT: A Unified Framework for Multi-Modality Single Object TrackingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yinchao Ma Yuyang Tang Wenfei Yang Tianzhu Zhang Xu Zhou Feng Wu 220 1 0 03 Nov 2025
PlanarTrack: A high-quality and challenging benchmark for large-scale planar object trackingComputer Vision and Image Understanding (CVIU), 2025 Yifan Jiao Xinran Liu Xiaoqiong Liu Xiaohui Yuan Heng Fan Libo Zhang 89 0 0 27 Oct 2025
SAM 2++: Tracking Anything at Any Granularity J. Zhang C. Liang Yichun Yang Chenkai Zeng Yutao Cui Xinwen Zhang Xin Zhou Kai Ma Gangshan Wu Limin Wang 218 0 0 21 Oct 2025
From Seeing to Predicting: A Vision-Language Framework for Trajectory Forecasting and Controlled Video Generation Fan Yang Z. Chen Yousong Zhu Xin Li Jinqiao Wang VGen 98 0 0 01 Oct 2025
Omni Survey for Multimodality Analysis in Visual Object Tracking Zhangyong Tang Tianyang Xu Xuefeng Zhu Hui Li Shaochuan Zhao Tao Zhou Chunyang Cheng Xiaojun Wu Josef Kittler 176 2 0 18 Aug 2025
Multi-State Tracker: Enhancing Efficient Object Tracking via Multi-State Specialization and Interaction Shilei Wang Gong Cheng Pujian Lai Dong Gao Junwei Han 78 0 0 15 Aug 2025
SOI is the Root of All Evil: Quantifying and Breaking Similar Object Interference in Single Object Tracking Yipei Wang Shiyu Hu Shukun Jia Panxi Xu Hongfei Ma Yiping Ma Jing Zhang Xiaobo Lu Xin Zhao 129 0 0 13 Aug 2025
ReasoningTrack: Chain-of-Thought Reasoning for Long-term Vision-Language Tracking Xiao Wang Liye Jin Xufeng Lou Shiao Wang Lan Chen Bo Jiang Zhipeng Zhang LRM 116 2 0 07 Aug 2025
Decoupled Spatio-Temporal Consistency Learning for Self-Supervised TrackingAAAI Conference on Artificial Intelligence (AAAI), 2025 Yaozong Zheng Bineng Zhong Qihua Liang Ning Li Shuxiang Song 250 23 0 29 Jul 2025
Towards Universal Modal Tracking with Online Dense Temporal Token LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yaozong Zheng Bineng Zhong Qihua Liang Shengping Zhang Guorong Li Xianxian Li Rongrong Ji 169 20 0 27 Jul 2025
Region-based Cluster Discrimination for Visual Representation Learning Yin Xie Kaicheng Yang Xiang An Kun Wu Yongle Zhao ... Yumeng Wang Ziyong Feng Roy Miles Ismail Elezi Jiankang Deng ObjD VLM 188 2 0 26 Jul 2025
ATCTrack: Aligning Target-Context Cues with Dynamic Target States for Robust Vision-Language Tracking X. Feng Shuyan Hu X. Li D. Zhang M. Wu Jie Zhang Xiaosha Chen K. Huang 178 3 0 26 Jul 2025
Explicit Context Reasoning with Supervision for Visual Tracking Fansheng Zeng Bineng Zhong Haiying Xia Yufei Tan Xiantao Hu Liangtao Shi Shuxiang Song 153 2 0 22 Jul 2025
MVTD: A Benchmark Dataset for Maritime Visual Object Tracking A. B. Bakht Muhayy ud Din Sajid Javed Irfan Hussain 180 0 0 03 Jun 2025
Progressive Scaling Visual Object Tracking Jack Hong Shilin Yan Zehao Xiao Jiayin Cai Xiaolong Jiang Yao Hu Henghui Ding 311 1 0 26 May 2025
CSTrack: Enhancing RGB-X Tracking via Compact Spatiotemporal Features X. Feng D. Zhang Shuyan Hu X. Li M. Wu Jie Zhang Xiaosha Chen Kexin Huang 189 4 0 26 May 2025
Efficient Motion Prompt Learning for Robust Visual Tracking Jie Zhao Xin Chen Yongsheng Yuan Michael Felsberg Dong Wang Huchuan Lu 174 1 0 22 May 2025
Towards Low-Latency Event Stream-based Visual Object Tracking: A Slow-Fast Approach Shiao Wang Xiao Wang Liye Jin Bo Jiang Lin Zhu Lan Chen Yonghong Tian Bin Luo 262 1 0 19 May 2025
Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking Shiyu Xuan Zechao Li Jinhui Tang 305 1 0 19 May 2025
COST: Contrastive One-Stage Transformer for Vision-Language Small Object TrackingInformation Fusion (Inf. Fusion), 2025 Chunhui Zhang Li Liu Jialin Gao Xin Sun Hao Wen Xi Zhou Shiming Ge Yucheng Wang 276 4 0 02 Apr 2025
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual TrackingComputer Vision and Pattern Recognition (CVPR), 2025 Wenrui Cai Qingjie Liu Longji Xu MoE 366 3 0 24 Mar 2025
Towards General Multimodal Visual Tracking Andong Lu Mai Wen Jinhu Wang Yuanzhi Guo Chenglong Li Jin Tang Bin Luo 190 1 0 14 Mar 2025
MITracker: Multi-View Integration for Visual Object TrackingComputer Vision and Pattern Recognition (CVPR), 2025 Mengjie Xu Yitao Zhu Haotian Jiang Jiaming Li Zhenrong Shen ... Haolin Huang Xinyu Wang Qing Yang H. Zhang Qian Wang 268 2 0 27 Feb 2025
Enhancing Vision-Language Tracking by Effectively Converting Textual Cues into Visual Cues X. Feng D. Zhang Shuyan Hu X. Li M. Wu Jie Zhang Xiaojing Chen K. Huang 253 5 0 27 Dec 2024
Exploring Enhanced Contextual Information for Video-Level Object TrackingAAAI Conference on Artificial Intelligence (AAAI), 2024 Ben Kang Xin Chen Simiao Lai Yang Liu Y. Liu Dong Wang Mamba 312 26 0 15 Dec 2024
GSOT3D: Towards Generic 3D Single Object Tracking in the Wild Yifan Jiao Yunhao Li Junhua Ding Q. Yang Song Fu Heng Fan Libo Zhang 3DPC 245 0 0 03 Dec 2024
How Texts Help? A Fine-grained Evaluation to Reveal the Role of Language in Vision-Language Tracking Xuchen Li Shiyu Hu Xiaokun Feng Dailing Zhang Meiqi Wu Jing Zhang Kaiqi Huang 373 9 0 23 Nov 2024
NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object TrackingAsian Conference on Computer Vision (ACCV), 2024 Yu Liu Arif Mahmood Muhammad Haris Khan 216 5 0 27 Oct 2024
Depth Attention for Robust RGB TrackingAsian Conference on Computer Vision (ACCV), 2024 Yu Liu Arif Mahmood Muhammad Haris Khan VOS MDE 305 1 0 27 Oct 2024
DINTR: Tracking via Diffusion-based InterpolationNeural Information Processing Systems (NeurIPS), 2024 Pha Nguyen Ngan Le J. Cothren Alper Yilmaz Khoa Luu DiffM 317 3 0 14 Oct 2024
SNN-PAR: Energy Efficient Pedestrian Attribute Recognition via Spiking Neural Networks Haiyang Wang Qian Zhu Mowen She Yabo Li Haoyu Song Minghe Xu Xiao Wang ViT 174 1 0 10 Oct 2024
DTVLT: A Multi-modal Diverse Text Benchmark for Visual Language Tracking Based on LLM Xuchen Li Shiyu Hu Xiaokun Feng Dailing Zhang Meiqi Wu Jing Zhang Kaiqi Huang 263 13 0 03 Oct 2024
Visual Language Tracking with Multi-modal Interaction: A Robust Benchmark Xuchen Li Shiyu Hu Xiaokun Feng Dailing Zhang Meiqi Wu Jing Zhang Kaiqi Huang VLM MLLM 173 14 0 13 Sep 2024
Improving Network Interpretability via Explanation Consistency EvaluationIEEE transactions on multimedia (IEEE TMM), 2024 Hefeng Wu Hao Jiang Keze Wang Ziyi Tang Xianghuan He Liang Lin FAtt AAML 293 3 0 08 Aug 2024
Autogenic Language Embedding for Coherent Point Tracking Zikai Song Ying Tang Run Luo Lintao Ma Junqing Yu Yi-Ping Phoebe Chen Wei Yang 260 10 0 30 Jul 2024
ActionVOS: Actions as Prompts for Video Object Segmentation Liangyang Ouyang Ruicong Liu Yifei Huang Ryosuke Furuta Yoichi Sato VOS 203 8 0 10 Jul 2024
WebUOT-1M: Advancing Deep Underwater Object Tracking with A Million-Scale Benchmark Chunhui Zhang Li Liu Guanjie Huang Hao Wen Xi Zhou Yanfeng Wang 326 22 0 30 May 2024
Awesome Multi-modal Object Tracking Chunhui Zhang Li Liu Hao Wen Xi Zhou Yanfeng Wang VOT 230 9 0 23 May 2024
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM Xuchen Li Xiaokun Feng Shiyu Hu Meiqi Wu Dailing Zhang Jing Zhang Kaiqi Huang VLM 206 31 0 20 May 2024
Spatio-Temporal Side Tuning Pre-trained Foundation Models for Video-based Pedestrian Attribute Recognition Tianlin Li Qian Zhu Jiandong Jin Jun Zhu Futian Wang Bowei Jiang Yaowei Wang Yonghong Tian ViT 280 9 0 27 Apr 2024
MLS-Track: Multilevel Semantic Interaction in RMOT Zeliang Ma Yang Song Zhe Cui Zhicheng Zhao Fei Su Delong Liu Jingyu Wang 207 8 0 18 Apr 2024
LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking AttacksInternational Conference on Learning Representations (ICLR), 2024 Jianlang Chen Xuhong Ren Qing Guo Felix Juefei Xu Di Lin Wei Feng Lei Ma Jianjun Zhao 220 6 0 09 Apr 2024
RTracker: Recoverable Tracking via PN Tree Structured Memory Yuqing Huang Xin Li Zikun Zhou Yaowei Wang Zhenyu He Ming-Hsuan Yang 275 16 0 28 Mar 2024
Exploring Dynamic Transformer for Efficient Object Tracking Jiawen Zhu Xin Chen Haiwen Diao Shuai Li Jun-Yan He Chenyang Li Bin Luo Dong Wang Huchuan Lu 376 12 0 26 Mar 2024
Multi-attention Associate Prediction Network for Visual Tracking Xinglong Sun Haijiang Sun Shan Jiang Jiacheng Wang Xilai Wei Zhonghe Hu 276 6 0 25 Mar 2024
Autoregressive Queries for Adaptive Tracking with Spatio-TemporalTransformersComputer Vision and Pattern Recognition (CVPR), 2024 Jinxia Xie Bineng Zhong Zhiyi Mo Shengping Zhang Liangtao Shi Shuxiang Song Rongrong Ji 312 107 0 15 Mar 2024
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient TuningComputer Vision and Pattern Recognition (CVPR), 2024 Lingyi Hong Shilin Yan Renrui Zhang Wanyun Li Xinyu Zhou ... Kaixun Jiang Yiting Chen Jinglun Li Zhaoyu Chen Wenqiang Zhang VLM 218 115 0 14 Mar 2024
Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformanceEuropean Conference on Computer Vision (ECCV), 2024 Liting Lin Heng Fan Zhipeng Zhang Yaowei Wang Yong-mei Xu Haibin Ling 328 86 0 08 Mar 2024
VastTrack: Vast Category Visual Object Tracking Liang Peng Junyuan Gao Hengrong Du Weihong Li Shaohua Dong Zhipeng Zhang Heng Fan Libo Zhang VLM 306 20 0 06 Mar 2024
Correlation-Embedded Transformer Tracking: A Single-Branch FrameworkIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Fei Xie Wankou Yang Chunyu Wang Lei Chu Yue Cao Chao Ma Wenjun Zeng 314 17 0 23 Jan 2024