Paper list for hyperspectral object tracking

July 5, 2026 · View on GitHub

Year 2026

  • [arxiv-2026] Vision-Language Guided Hyperspectral Object Tracking via Semantics Fusion and Contextual Template Updating, Rui Yao, Yuhong Zhang, Kunyang Sun, Hancheng Zhu, Jiaqi Zhao, Zhiwen Shao, Abdulmotaleb El Saddik. [Paper]
  • [TCSVT-2026] CASS: A Context-Aware Memory Framework with Spectral-Spatial Modulation for UAV Multispectral Video Tracking, Yuzeng Chen, Qiangqiang Yuan, Bineng Zhong, Xiantao Hu, Jie Zhou, Xi Zhao. [Paper]
  • [TGRS-2026] HOTMM: Direction-Aware Spatial–Spectral Mamba With Long-Range Memory Guidance for Hyperspectral Object Tracking, Junnan Xu, Shaohui Mei, Yiqing Zhou, Yi Wang, Mingyang Ma, Jiao Shi. [Paper]
  • [PR-2026] Siamese Mamba with Dynamic Relational Matcher for hyperspectral object tracking, Minghao Zhu, Chongchong Wang, Heng Wang, Yuebo Meng, Yaohai Lin, Junyi Li, Zongfang Ma. [Paper]
  • [TCSVT-2026] FSMT: Frequency-Spatial Mixture-of-Experts Hyperspectral Object Tracking, Long Gao, Zhuoyan Liu, Yunhe Zhang, Yan Jiang, Weiying Xie, Yunsong Li. [Paper] [Code]
  • [arxiv-2026] End-to-End Unmixing with Material Prompts for Hyperspectral Object Tracking, Xu Han, Mohammad Aminul Islam, Lei Wang, Zekun Long, Guanmanyi Fu, Wangshu Cai, Kuldip K. Paliwal, Jun Zhou. [Paper] [Code]
  • [ISPRS-2026] Hyperspectral object tracking with dimensionality reduction and spatial–spectral–temporal modeling, Zhuanfeng Li, Jing Wang, Jue Zhang, Diqi Chen, Guanyiman Fu, Jiangtao Wang, Jianfeng Lu. [Paper] [Code]
  • [TGRS-2026] Bring KANs to Tracker: A Nonlinear Fusion Strategy Over Frequency Decoupling for Temporal Hyperspectral Object Tracking, Hanzheng Wang , Wei Li, Xiang-Gen Xia, Bolun Cui, Zhicheng Shi, Hongyang Lin. [Paper]

Year 2025

  • [TPAMI-2025] Causal HyperPrompter: A Framework for Unbiased Hyperspectral Camouflaged Object Tracking, Hanzheng Wang , Wei Li, Xiang-Gen Xia, Qian Du. [Paper]
  • [PR-2025] A unified spatial-spectral-temporal network for hyperspectral object tracking, Zhuanfeng Li, Jing Wang, Jue Zhang, Dong Zhao, Guanyiman Fu, Jiangtao Wang, Jianfeng Lu. [Paper] [Code]
  • [Axriv-2025] MSITrack:A Challenging Benchmark for Multispectral Single Object Tracking, Tao Feng, Tingfa Xu, Haolin Qin, Tianhao Li, Shuaihao Han, Xuyang Zou, Zhan Lv, Jianan Li. [Paper] [Code]
  • [Axriv-2025] MMOT:TheFirst Challenging Benchmark for Drone-based Multispectral Multi-Object Tracking, Tianhao Li, Tingfa Xu, Ying Wang, Haolin Qin, Xu Lin, Jianan Li. [Paper] [Code]
  • [Axriv-2025] Hyperspectral Mamba for Hyperspectral Object Tracking, Long Gao, Yunhe Zhang, Yan Jiang, Weiying Xie, Yunsong Li. [Paper]
  • [TCSVT-2025] HyperTrack: A Unified Network for Hyperspectral Video Object Tracking, Yuedong Tan, Wenfang Sun, Jingyuan Li, Shuwei Hou, Xiaobo Li, Zhe Wang. [Paper] [Code]
  • [PR-2025] Domain Adapter for Visual Object Tracking based on Hyperspectral Video, Long Gao, Yunhe Zhang, Langkun Chen, Yan Jiang, Gang He, Weiying Xie, Yunsong Li. [Paper]
  • [Arxiv-2025] SUIT: Spatial-Spectral Union-Intersection Interaction Network for Hyperspectral Object Tracking, Fengchao Xiong, Zhenxing Wu, Sen Jia, Yuntao Qian. [Paper]
  • [TCSVT-2025] Hyperspectral Tracker with Constrained Object Adaptive Learning and Trajectory Construction, Ye Wang, Mingyang Ma, Ge Zhang, Yuheng Liu, Tao Gao, Shaohui Mei. [Paper] [Code]
  • [ICMR-2025] A Multi-Stream Visual-Spectral-Spatial Adaptive Hyperspectral Object Tracking, Pengfei Wei, Liu Qiao, Zhenyu He, Di Yuan. [Paper]
  • [TCSVT-2025] Hyperspectral Object Tracking with Spectral Information Prompt, Gang He, Long Gao, Langkun Chen, Yan Jiang, Weiying Xie, Yunsong Li. [Paper] [Code]
  • [TGRS-2025] UBSTrack: Unified Band Selection and Multi-Model Ensemble for Hyperspectral Object Tracking, Mohammad Aminul Islam, Jun Zhou, Wangzhi Xing, Yongsheng Gao, Kuldip K. Paliwal [Paper] [Code]
  • [TIP-2025] Hyperspectral Video Tracking with Spectral-Spatial Fusion and Memory Enhancement, Yuzeng Chen, Qiangqiang Yuan, Hong Xie, Yuqi Tang, Yi Xiao, Jiang He, Renxiang Guan, Xinwang Liu, Liangpei Zhang [Paper] [Code]
  • [ACMTOMM-2025] Historical Object-Aware Prompt Learning for Universal Hyperspectral Object Tracking, Lu Zhang, Rui Yao, Yuhong Zhang, Yong Zhou, Fuyuan Hu, Jiaqi Zhao, Zhiwen Shao. [Paper] [Code]
  • [ISPRS-2025] ProFiT: A prompt-guided frequency-aware filtering and template-enhanced interaction framework for hyperspectral video tracking, Yuzeng Chen, Qiangqiang Yuan, Yuqi Tang, Xin Wang, Yi Xiao, Jiang He, Ziyang Lihe, Xianyu Jin. [Paper] [Code]
  • [TGRS-2025] Hyperspectral Object Tracking With Context-Aware Learning and Category Consistency, Ye Wang, Shaohui Mei, Mingyang Ma, Yuheng Liu, Tao Gao, Huiyang Han. [Paper]
  • [arxiv-2025] Hyperspectral Adapter for Object Tracking based on Hyperspectral Video, Long Gao, Yunhe Zhang, Langkun Chen, Yan Jiang, Weiying Xie, Yunsong Li. [Paper]
  • [CVPR-2025] MUST:TheFirst Dataset and Unified Framework for Multispectral UAV Single Object Tracking, Haolin Qin, Tingfa Xu, Tianhao Li, Zhenxiang Chen, Tao Feng, Jianan Li. [Paper] [Code]
  • [TGRS-2025] Spatial-Spectral-Temporal Correlation Filter for Hyperspectral Object Tracking, Fengchao Xiong, Yongle Sun, Jun Zhou, Jianfeng Lu, Yuntao Qian. [Paper] [Code]
  • [TMM-2025] HotMoE: Exploring Sparse Mixture-of-Experts for Hyperspectral Object Tracking, Wenfang Sun, Yuedong Tan, Jingyuan Li, Shuwei Hou, Xiaobo Li, Yingzhao Shao, Zhe Wang, Beibei Song. [Paper] [Code]
  • [PR-2025] Multi-domain universal representation learning for hyperspectral object tracking, Zhuanfeng Li, Fengchao Xiong, Jianfeng Lu, Jing Wang, Diqi Chen, Jun Zhou, Yuntao Qian. [Paper] [Code]
  • [TMM-2025] HTACPE: A Hybrid Transformer with Adaptive Content and Position Embedding for Sample Learning Efficiency of Hyperspectral Tracker, Ye Wang, Shaohui Mei, Mingyang Ma, Yuheng Liu, Yuru Su. [Paper]
  • [ESA-2025] SASU-Net:Hyperspectral video tracker based on spectral adaptive aggregation weighting and scale updating, Dong Zhao, Haorui Zhang, Pattathal V. Arun, Kunpeng Huang, Wenhao Jiang, Shiyu Lia, Xuguang Zhu, Xiaofang Pei, Huixin Zhou. [Paper] [Code]

Year 2024

  • [TGRS-2024] Hyperspectral Object Tracking with Dual-Stream Prompt, Rui Yao, Lu Zhang, Yong Zhou, Hancheng Zhu, Jiaqi Zhao, Zhiwen Shao. [Paper] [Code]
  • [TGRS-2024] A Deep Temporal-Spectral-Spatial Anchor-Free Siamese Tracking Network for Hyperspectral Video Object Tracking, Zhenqi Liu, Yanfei Zhong, Guorui Ma, Xinyu Wang, Liangpei Zhang. [Paper] [Code]
  • [TGRS-2024] PHTrack: Prompting for Hyperspectral Video Tracking, Yuzeng Chen, Yuqi Tang, Xin Su, Jie Li, Yi Xiao, Jiang He, and Qiangqiang Yuan. [Paper] [Code]
  • [Inf Fusion-2024] SSTtrack: A Unified Hyperspectral Video Tracking Framework via Modeling Spectral-Spatial-Temporal Conditions, Yuzeng Chen, Qiangqiang Yuan, Yuqi Tang, Yi Xiao, Jiang He, Te Han, Zhenqi Liu, Liangpei Zhang. [Paper] [Code]
  • [arXiv-2024] BihoT: A Large-Scale Dataset and Benchmark for Hyperspectral Camouflaged Object Tracking, Hanzheng Wang , Wei Li, Xiang-Gen Xia, Qian Du. [Paper]
  • [TGRS-2024] Transformer-Based Band Regrouping with Feature Refinement for Hyperspectral Object Tracking, Hanzheng Wang, Wei Li, Xiang-Gen Xia, Qian Du, Jing Tian, Qing Shen. [Paper]
  • [TCSVT-2024] Domain Adaptation-aware Transformer for Hyperspectral Object Tracking, Yinan Wu, Licheng Jiao, Xu Liu, Fang Liu, Shuyuan Yang, Lingling Li. [Paper] [Code]
  • [Inf Fusion-2024] SENSE: Hyperspectral Video Object Tracker via Fusing Material and Motion Cues, Yuzeng Chen, Qiangqiang Yuan, Yuqi Tang, Yi Xiao, Jiang He, Zhenqi Liu. [Paper] [Code]
  • [axriv-2024] SSF-Net: Spatial-Spectral Fusion Network with Spectral Angle Awareness for Hyperspectral Object Tracking, Hanzheng Wang, Wei Li, Xiang-Gen Xia, Qian Du, Jing Tian. [Paper]
  • [TGRS-2024] A Channel Adaptive Dual Siamese Network for Hyperspectral Object Tracking, Xiao Jiang, Xinyu Wang, Chen Sun, Zengliang Zhu, Yanfei Zhong. [Paper]
  • [TGRS-2024] Material-Guided Multiview Fusion Network for Hyperspectral Object Tracking, Zhuanfeng Li, Fengchao Xiong, Jun Zhou, Jianfeng Lu, Zhuang Zhao, Yuntao Qian. [Paper] [Code]
  • [TGRS-2024] SPIRIT: Spectral Awareness Interaction Network With Dynamic Template for Hyperspectral Object Tracking, Yuzeng Chen, Qiangqiang Yuan, Yuqi Tang, Yi Xiao, Jiang He, Liangpei Zhang. [Paper] [Code]

Year 2023

  • [ISPRS-2023] SFA-guided mosaic transformer for tracking small objects in snapshot spectral imaging, Lulu Chen, Yongqiang Zhao, Seong G. Kong. [Paper] [Code]
  • [arXiv-2023] Hy-Tracker: A Novel Framework for Enhancing Efficiency and Accuracy of Object Tracking in Hyperspectral Videos, Mohammad Aminul Islam, Wangzhi Xing, Jun Zhou, Yongsheng Gao, Kuldip K. Paliwal. [Paper] [Code]
  • [arXiv-2023] HHTrack: Hyperspectral Object Tracking Using Hybrid Attention, Yuedong Tan, Wenfang Sun, Jieran Yuan, Wenwang Du, Zhe Wang, Nan Mao, Beibei Song. [Paper]
  • [TGRS-2023] SiamOHOT: A Lightweight Dual Siamese Network for Onboard Hyperspectral Object Tracking via Joint Spatial–Spectral Knowledge Distillation, Chen Sun, Xinyu Wang, Zhenqi Liu, Yuting Wan, Liangpei Zhang, Yanfei Zhong. [Paper]
  • [TGRS-2023] CBFF-Net: A New Framework for Efficient and Accurate Hyperspectral Object Tracking, Long Gao, Pan Liu, Yan Jiang, Weiying Xie, Jie Lei, Yunsong Li, Qian Du. [Paper]
  • [TGRS-2023] SiamBAG: Band Attention Grouping-based Siamese Object Tracking Network for Hyperspectral Videos, Wei Li, Zengfu Hou, Jun Zhou, Ran Tao. [Paper] [Code]
  • [TIP-2023] Learning a Deep Ensemble Network With Band Importance for Hyperspectral Object Tracking, Zhuanfeng Li, Fengchao Xiong, Jun Zhou, Jianfeng Lu, Yuntao Qian. [Paper] [Code]
  • [RS-2023] AD-SiamRPN: Anti-Deformation Object Tracking via an Improved Siamese Region Proposal Network on Hyperspectral Videos, Shiqing Wang, Kun Qian, Jianlu Shen, Hongyu Ma, Peng Chen. [Paper] [Code]
  • [RS-2023] TMTNet: A Transformer-Based Multimodality Information Transfer Network for Hyperspectral Object Tracking, Chunhui Zhao, Hongjiao Liu, Nan Su, Congan Xu, Yiming Yan, Shou Feng. [Paper]
  • [RS-2023] A Spectral–Spatial Transformer Fusion Method for Hyperspectral Video Tracking, Ye Wang, Yuheng Liu, Mingyang Ma, Shaohui Mei. [Paper]
  • [GRSL-2023] Background-Aware Band Selection for Object Tracking in Hyperspectral Videos, Mohammad Aminul Islam, Jun Zhou, Weichuan Zhang, Yongsheng Gao. [Paper] [Code]
  • [NCA-2023] A Siamese network-based tracking framework for hyperspectral video, Yiming Tang, Hong Huang, Yufei Liu, Yuan Li . [Paper]
  • [WHISPERS-2023] VP-HOT: Visual Prompt for Hyperspectral Object Tracking, Shaoxiong Xie, Jia Li, Lin Zhao, WenJing Hu, Guoyun Zhang, Jianhui Wu, Xinpin Li. [Paper]
  • [WHISPERS-2023] HHTrack: Hyperspectral Object Tracking Based on Hybrid Attention, Yuedong Tan, Wenfang Sun, Jieran Yuan, Wenwang Du, Zhe Wang, Nan Mao, Beibei Song. [Paper]
  • [WHISPERS-2023] Multi-Band Hyperspectral Object Tracking: Leveraging Spectral Information Prompts and Spectral Scale-Aware Representation, Hongjiao Liu, Jiayue He, Jinpeng Wang, Nan Su, Chunhui Zhao, Yiming Yan, Shou Feng, Ze Liu, Jianfei Liu, Zilong Zhao. [Paper]
  • [WHISPERS-2023] HSPTrack: Hyperspectral Sequence Prediction Tracker with Transformers, Ye Wang, Yuheng Liu, Mingyang Ma, Yuru Su, Shaohui Mei. [Paper]
  • [WHISPERS-2023] Multi Modality Siamese Feature Fusion Transformer Tracker for Object Tracking from Hyperspectral Videos, Mohammad Aminul Islam, Wangzhi Xing, Jun Zhou. [Paper]
  • [CVPR-2023] Visual prompt multi-modal tracking, Jiawen Zhu, Simiao Lai, Xin Chen, Dong Wang, Huchuan Lu. [Paper] [Code]

Year 2022

  • [TIP-2022] SiamHYPER: Learning a Hyperspectral Object Tracker From an RGB-Based Tracker, Zhenqi Liu, Xinyu Wang, Yanfei Zhong, Meng Shu, Chen Sun. [Paper] [Code]
  • [TGRS-2022] TFTN: A Transformer-Based Fusion Tracking Framework of Hyperspectral and RGB, Chunhui Zhao, Hongjiao Liu, Nan Su, Yiming Yan. [Paper]
  • [TGRS-2022] Spatial–Spectral Weighted and Regularized Tensor Sparse Correlation Filter for Object Tracking in Hyperspectral Videos, Zengfu Hou, Wei Li, Jun Zhou, Ran Tao. [Paper] [Code]
  • [TGRS-2022] Unsupervised Deep Hyperspectral Video Target Tracking and High Spectral-Spatial-Temporal Resolution (H3) Benchmark Dataset, Zhenqi Liu, Yanfei Zhong, Xinyu Wang, Meng Shu, Liangpei Zhang. [Paper]
  • [RS-2022] RANet: A Reliability-Guided Aggregation Network for Hyperspectral and RGB Fusion Tracking, Chunhui Zhao, Hongjiao Liu, Nan Su, Lu Wang, Yiming Yan. [Paper]
  • [RS-2022] Spatial–Spectral Cross-Correlation Embedded Dual-Transfer Network for Object Tracking Using Hyperspectral Videos, Jie Lei, Pan Liu, Weiying Xie, Long Gao, Yunsong Li, Qian Du. [Paper]
  • [ICASSP-2022] Material-Guided Siamese Fusion Network for Hyperspectral Object Tracking, Zhuanfeng Li, Fengchao Xiong, Jianfeng Lu, Jun Zhou, Yuntao Qian. [Paper] [Code]
  • [WHISPERS-2022] A Fast Hyperspectral Object Tracking Method Based On Channel Selection Strategy, Yifan Zhang, Xu Li, Feiyue Wang, Baoguo Wei, Lixin Li. [Paper]
  • [WHISPERS-2022] Spectral-Spatial-Aware Transformer Fusion Network For Hyperspectral Object Tracking, Ye Wang, Yuheng Liu, Ge Zhang, Yuru Su, Shun Zhang, Shaohui Mei. [Paper]
  • [WHISPERS-2022] A Transformer-Based Three-Branch Siamese Network For Hyperspectral Object Tracking, Nan Su, Hongjiao Liu, Chunhui Zhao, Yiming Yan, Jinpeng Wang, Jiayue He. [Paper]
  • [WHISPERS-2022] BS-SiamRPN: Hyperspectral Video Tracking based on Band Selection and the Siamese Region Proposal Network, ShiQing Wang, Kun Qian, Peng Chen. [Paper]
  • [CVIU-2022] Target-aware and spatial-spectral discriminant feature joint correlation filters for hyperspectral video object tracking, Yiming Tang, Yufei Liu, Hong Huang. [Paper]
  • [GRSL-2022] Robust Hyperspectral Object Tracking by Exploiting Background-Aware Spectral Information With Band Selection Network, Yiming Tang, Yufei Liu, Ling Ji, Hong Huang. [Paper]

Year 2021

  • [RS-2021] Object Tracking in Hyperspectral-Oriented Video with Fast Spatial-Spectral Features, Lulu Chen, Yongqiang Zhao, Jiaxin Yao, Jiaxin Chen, Ning Li, Jonathan Cheung-Wai Chan, Seong G. Kong. [Paper]
  • [WHISPERS-2021] An Anchor-Free Siamese Target Tracking Network for Hyperspectral Video, Zhenqi Liu, Xinyu Wang, Meng Shu, Guanzhong Li, Chen Sun, Ziying Liu, Yanfei Zhong. [Paper]
  • [WHISPERS-2021] Spectral-Spatial-Temporal Attention Network for Hyperspectral Tracking, Zhuanfeng Li, Xinhai Ye, Fengchao Xiong, Jianfeng Lu, Jun Zhou, Yuntao Qian. [Paper]
  • [WHISPERS-2021] Multi-Features Integration Based Hyperspectral Videos Tracker, Zhe Zhang, Kun Qian, Juan Du, Huixin Zhou. [Paper]
  • [WHISPERS-2021] Mosaic Spatial-Spectral Feature Based Object Tracking in Hyperspectral Video, Lulu Chen, Yongqiang Zhao. [Paper]

Year 2020

  • [ICIP-2020] BAE-Net: A Band Attention Aware Ensemble Network for Hyperspectral Object Tracking, Zhuanfeng Li, Fengchao Xiong, Jun Zhou, Jing Wang, Jianfeng Lu, Yuntao Qian. [Paper]
  • [TIP-2020] Material Based Object Tracking in Hyperspectral Videos, Fengchao Xiong, Jun Zhou, Yuntao Qian. [Paper] [Code]

Year 2019

  • [TGRS-2019] Tracking in Aerial Hyperspectral Videos Using Deep Kernelized Correlation Filters, Burak Uzkent, Aneesh Rangnekar, Matthew J. Hoffman. [Paper] [Code]

Year 2018

  • [ICSM-2018] Object Tracking in Hyperspectral Videos with Convolutional Features and Kernelized Correlation Filter, Kun Qian, Jun Zhou, Fengchao Xiong, Huixin Zhou, Juan Du. [Paper] [Code]