/Visual-Hyperspectral-Tracking-Development

Visual-Hyperspectral-Tracking-Development

Visual-Hyperspectral-Tracking-Development

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Papers

🌟 Recommendations 🌟

  • Review: Qian, Kun, Shen, Jianlu, Wang, Shiqing, Sun, Wenjun.
    "Recent advances in object tracking using hyperspectral videos: a survey. " Multimedia Tools and Applications 2023 [paper]

  • MHT: Xiong, F., Zhou, J., Qian, Y..
    "Material Based Object Tracking in Hyperspectral Videos." TIP 2020 (Great Art). [paper] [code]

  • ViPT: Zhu, Jiawen, Lai, Simiao, Chen, Xin, Wang, Dong, Lu, Huchuan. Multi-modal Tracking.
    "Visual Prompt Multi-Modal Tracking." CVPR 2023 (Great Art). [paper] [code]

  • HyperTrack: master.
    "HyperTrack：A Unified Framework for Hyperspectral Object Tracking." [paper] [code]

  • SEE-Net: Z. Li, F. Xiong, J. Zhou, J. Lu, Y. Qian.
    "Learning a Deep Ensemble Network With Band Importance for Hyperspectral Object Tracking." TIP 2023 (Great Art). [paper] [code]

  • AD-SiamRPN: Wang, Shiqing, Qian, Kun, Shen, Jianlu, Ma, Hongyu, Chen, Peng.
    "AD-SiamRPN: Anti-Deformation Object Tracking via an Improved Siamese Region Proposal Network on Hyperspectral Videos." RS 2023. [paper] [code]

  • MMF-Net: Z. Li, F. Xiong, J. Zhou, J. Lu, Z. Zhao, Y. Qian.
    "Material-Guided Multiview Fusion Network for Hyperspectral Object Tracking." TGRS 2024. [paper] [code]

  • Trans-DAT: Y. Wu, L. Jiao, X. Liu, F. Liu, S. Yang, L. Li.
    "Domain Adaptation-aware Transformer for Hyperspectral Object Tracking." TCSVT 2024 (Great Art). [paper] [code]

  • Siam-BAG: Li, W., Hou, Z. F., Zhou, J., Tao, R..
    "SiamBAG: Band Attention Grouping-Based Siamese Object Tracking Network for Hyperspectral Videos." TGRS 2024. [paper] [code]

  • SENSE: Chen, Yuzeng, Yuan, Qiangqiang, Tang, Yuqi, Xiao, Yi, He, Jiang, Han, Te, Liu, Zhenqi, Zhang, Liangpei.
    IF 2024. "SENSE: Hyperspectral Video Object Tracker via Fusing Material and Motion Cues." [paper] [code]

  • SSTtrack: Chen, Yuzeng, Yuan, Qiangqiang, Tang, Yuqi, Xiao, Yi, He, Jiang, Han, Te, Liu, Zhenqi, Li, Zhuanfeng, Zhang, Liangpei.
    "SSTtrack: A Unified Hyperspectral Video Tracking Framework Via Modeling Spectral-Spatial-Temporal Conditions." SSRN 2024. [paper] [code]

  • DeepHKCF: Uzkent, Burak, Rangnekar, Aneesh, Hoffman, Matthew J..
    "Tracking in Aerial Hyperspectral Videos Using Deep Kernelized Correlation Filters. "TGRS 2019 [paper] [code]

*** 2024

  • HyperTrack: master.
    "HyperTrack：A Unified Framework for Hyperspectral Object Tracking." [paper] [code]

IF 2024

  • SENSE: Chen, Yuzeng, Yuan, Qiangqiang, Tang, Yuqi, Xiao, Yi, He, Jiang, Han, Te, Liu, Zhenqi, Zhang, Liangpei.
    "SENSE: Hyperspectral Video Object Tracker via Fusing Material and Motion Cues." [paper] [code]

TCSVT 2024

  • Trans-DAT: Y. Wu, L. Jiao, X. Liu, F. Liu, S. Yang, L. Li.
    "Domain Adaptation-aware Transformer for Hyperspectral Object Tracking." [paper] [code]

TGRS 2024

  • Hy-Tracker: M. A. Islam, W. Xing, J. Zhou, Y. Gao, K. K. Paliwa.
    "Hy-Tracker: A Novel Framework for Enhancing Efficiency and Accuracy of Object Tracking in Hyperspectral Videos." [paper]

  • MMF-Net: Z. Li, F. Xiong, J. Zhou, J. Lu, Z. Zhao, Y. Qian.
    "Material-Guided Multiview Fusion Network for Hyperspectral Object Tracking." [paper] [code]

  • SPIRIT: Chen, Y. Z., Yuan, Q. Q., Tang, Y. Q., Xiao, Y., He, J., Zhang, L. P..
    "SPIRIT: Spectral Awareness Interaction Network With Dynamic Template for Hyperspectral Object Tracking." [paper] [result]

  • SiamCAT: X. Jiang, X. Wang, C. Sun, Z. Zhu, Y. Zhong.
    "A Channel Adaptive Dual Siamese Network for Hyperspectral Object Tracking." [paper]

SSRN 2024

  • SSTtrack: Chen, Yuzeng, Yuan, Qiangqiang, Tang, Yuqi, Xiao, Yi, He, Jiang, Han, Te, Liu, Zhenqi, Li, Zhuanfeng, Zhang, Liangpei.
    "SSTtrack: A Unified Hyperspectral Video Tracking Framework Via Modeling Spectral-Spatial-Temporal Conditions." [paper] [code]

ArXiv 2024

  • SSF-Net: Wang, Hanzheng, Li, Wei, Xia, Xiang-Gen, Du, Qian, Tian, Jing.
    "SSF-Net: Spatial-Spectral Fusion Network with Spectral Angle Awareness for Hyperspectral Object Tracking." [paper]

TIP 2023

  • SEE-Net: Z. Li, F. Xiong, J. Zhou, J. Lu, Y. Qian.
    "Learning a Deep Ensemble Network With Band Importance for Hyperspectral Object Tracking." [paper] [code]

CVPR 2023

  • ViPT: Zhu, Jiawen, Lai, Simiao, Chen, Xin, Wang, Dong, Lu, Huchuan. Multi-modal Tracking.
    "Visual Prompt Multi-Modal Tracking." [paper] [code]

IJRS 2023

  • DT-DBW: Zhao, Lin, Ouyang, Er, Tang, Jingjie, Li, Bin, Wu, Jianhui, Zhang, Guoyun, Hu, Wenjing.
    "Domain transfer and difference-aware band weighting for object tracking in hyperspectral videos." [paper]

ISPRS 2023

  • MSSOT: Chen, Lulu, Zhao, Yongqiang, Kong, Seong G.. "SFA-guided mosaic transformer for tracking small objects in snapshot spectral imaging." [paper] [code]

Signal Processing 2023

  • DSP-Net: Zhao, D., Zhu, X. G., Zhang, Z., Arun, P. V., Cao, J. L., Wang, Q., Zhou, H. X., Jiang, H., Hu, J. L., Qian, K..
    "Hyperspectral video target tracking based on pixel-wise spectral matching reduction and deep spectral cascading texture features." [paper]

GRSL 2023

  • DSP-Net: Zhu, X. G., Zhang, H. R., Hu, B., Huang, K. P., Arun, P. V., Jia, X. P., Zhao, D., Wang, Q., Zhou, H. X., Yang, S. W..
    "DSP-Net: A Dynamic Spectral–Spatial Joint Perception Network for Hyperspectral Target Tracking." [paper]

  • HSI-Tracker: Islam, Mohammad Aminul, Zhou, Jun, Zhang, Weichuan, Gao, Yongsheng.
    "Background-Aware Band Selection for Object Tracking in Hyperspectral Videos." [paper]

NCCA 2023

  • SiamHT: Tang, Yiming, Huang, Hong, Liu, Yufei, Li, Yuan.
    "A Siamese network-based tracking framework for hyperspectral video." [paper]

RS 2023

  • AD-SiamRPN: Wang, Shiqing, Qian, Kun, Shen, Jianlu, Ma, Hongyu, Chen, Peng.
    "AD-SiamRPN: Anti-Deformation Object Tracking via an Improved Siamese Region Proposal Network on Hyperspectral Videos." [paper] [code]

  • TMTNet: Zhao, Chunhui, Liu, Hongjiao, Su, Nan, Xu, Congan, Yan, Yiming, Feng, Shou.
    "TMTNet: A Transformer-Based Multimodality Information Transfer Network for Hyperspectral Object Tracking." [paper]

  • HSI-Tracker: Zhang, Zhe, Hu, Bin, Wang, Mengyuan, Arun, Pattathal V., Zhao, Dong, Zhu, Xuguang, Hu, Jianling, Li, Huan, Zhou, Huixin, Qian, Kun.
    "Hyperspectral Video Tracker Based on Spectral Deviation Reduction and a Double Siamese Network." [paper]

  • HSI-Tracker: Zhang, Yifan, Li, Xu, Wei, Baoguo, Li, Lixin, Yue, Shigang.
    "A Fast Hyperspectral Tracking Method via Channel Selection." [paper]

  • SSTFT: Wang, Ye, Liu, Yuheng, Ma, Mingyang, Mei, Shaohui.
    "A Spectral-Spatial Transformer Fusion Method for Hyperspectral Video Tracking." [paper]

TGRS 2023

  • Siam-BAG: Li, W., Hou, Z. F., Zhou, J., Tao, R..
    "SiamBAG: Band Attention Grouping-Based Siamese Object Tracking Network for Hyperspectral Videos." [paper] [code]

  • SiamOHOT: C. Sun, X. Wang, Z. Liu, Y. Wan, L. Zhang, Y. Zhong.
    "SiamOHOT: A Lightweight Dual Siamese Network for Onboard Hyperspectral Object Tracking via Joint Spatial-Spectral Knowledge Distillation." [paper]

SENSOR 2023

  • SiamPKHT: Qian, K., Wang, S. Q., Zhang, S. J., Shen, J. L..
    "SiamPKHT: Hyperspectral Siamese Tracking Based on Pyramid Shuffle Attention and Knowledge Distillation." [paper]

ISPRS 2022

  • MSVT: Chen, Lulu, Zhao, Yongqiang, Chan, Jonathan Cheung-Wai, Kong, Seong G.. "Histograms of oriented mosaic gradients for snapshot spectral image description." [paper] [code]

TIP 2022

  • SiamHYPER: Z. Liu, X. Wang, Y. Zhong, M. Shu, C. Sun.
    "SiamHYPER: Learning a Hyperspectral Object Tracker From an RGB-Based Tracker." [paper] [result]

WHISPER 2021

  • SST-Net: Z. Li, X. Ye, F. Xiong, J. Lu, J. Zhou, Y. Qian.
    "Spectral-Spatial-Temporal Attention Network for Hyperspectral Tracking." [paper]

  • HA-Net: Z. Liu, X. Wang, M. Shu, G. Li, C. Sun, Z. Liu, Y. Zhong.
    "An Anchor-Free Siamese Target Tracking Network for Hyperspectral Video." [paper] [result]

TIP 2020

  • MHT: Xiong, F., Zhou, J., Qian, Y..
    "Material Based Object Tracking in Hyperspectral Videos." [paper] [project]

TGRS 2019

  • DeepHKCF: Uzkent, Burak, Rangnekar, Aneesh, Hoffman, Matthew J..
    "Tracking in Aerial Hyperspectral Videos Using Deep Kernelized Correlation Filters." [paper] [code]

Benchmark

  • HOTC2020: Xiong, F., Zhou, J., Qian, Y.. "Material Based Object Tracking in Hyperspectral Videos." TIP (2020). [paper] [project]

  • HOTC2022: JUN ZHOU, FENGCHAO XIONG, JOCELYN CHANUSSOT, PEDRAM GHAMISI, YANFEI ZHONG, WOUTER CHARLE. [project]

  • HOTC2023: JUN ZHOU, FENGCHAO XIONG, HIEP QUANG LUONG, MINA ZAHIRI, WOUTER CHARLE, YANFEI ZHONG, PEDRAM GHAMISI, JOCELYN CHANUSSOT. [project]

  • HOTC2024: FENGCHAO XIONG, JUN ZHOU, HIEP QUANG LUONG, MINA ZAHIRI, RAFAL MUSZYNSKI, WOUTER CHARLE, YANFEI ZHONG, PEDRAM GHAMISI, JOCELYN CHANUSSOT. [project]

  • MSVT: Chen, Lulu, Zhao, Yongqiang, Chan, Jonathan Cheung-Wai, Kong, Seong G.. "Histograms of oriented mosaic gradients for snapshot spectral image description." ISPRS (2022). [paper] [project]

  • MSSOT: Chen, Lulu, Zhao, Yongqiang, Kong, Seong G.. "SFA-guided mosaic transformer for tracking small objects in snapshot spectral imaging." ISPRS (2023). [paper] [project]

  • LaSOT: Heng Fan, Liting Lin, Fan Yang, Peng Chu, Ge Deng, Sijia Yu, Hexin Bai, Yong Xu, Chunyuan Liao, Haibin Ling. "Deep Meta Learning for Real-Time Visual Tracking based on Target-Specific Feature Space." arXiv (2018). [paper] [project]

  • OxUvA long-term dataset+benchmark: Jack Valmadre, Luca Bertinetto, João F. Henriques, Ran Tao, Andrea Vedaldi, Arnold Smeulders, Philip Torr, Efstratios Gavves.
    "Long-term Tracking in the Wild: a Benchmark." ECCV (2018). [paper] [project]

  • TrackingNet: Matthias Müller, Adel Bibi, Silvio Giancola, Salman Al-Subaihi, Bernard Ghanem.
    "TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild." ECCV (2018). [project] [paper]

  • UAVDT: Dawei Du, Yuankai Qi, Hongyang Yu, Yifang Yang, Kaiwen Duan, GuoRong Li, Weigang Zhang, Weihai; Qingming Huang, Qi Tian.
    "The Unmanned Aerial Vehicle Benchmark: Object Detection and Tracking." ECCV (2018). [paper]

  • Dataset-AMP: Luka Čehovin Zajc; Alan Lukežič; Aleš Leonardis; Matej Kristan. "Beyond Standard Benchmarks: Parameterizing Performance Evaluation in Visual Object Tracking." ICCV (2017). [paper]

  • Dataset-Nfs: Hamed Kiani Galoogahi, Ashton Fagg, Chen Huang, Deva Ramanan and Simon Lucey. "Need for Speed: A Benchmark for Higher Frame Rate Object Tracking." ICCV (2017) [paper] [supp] [project]

  • Dataset-DTB70: Siyi Li, Dit-Yan Yeung. "Visual Object Tracking for Unmanned Aerial Vehicles: A Benchmark and New Motion Models." AAAI (2017) [paper] [project] [dataset]

  • Dataset-UAV123: Matthias Mueller, Neil Smith and Bernard Ghanem. "A Benchmark and Simulator for UAV Tracking." ECCV (2016) [paper] [project] [dataset]

  • Dataset-TColor-128: Pengpeng Liang, Erik Blasch, Haibin Ling. "Encoding color information for visual tracking: Algorithms and benchmark." TIP (2015) [paper] [project] [dataset]

  • Dataset-NUS-PRO: Annan Li, Min Lin, Yi Wu, Ming-Hsuan Yang, and Shuicheng Yan. "NUS-PRO: A New Visual Tracking Challenge." PAMI (2015) [paper] [project] [Data_360(code:bf28)] [Data_baidu]] [View_360(code:515a)] [View_baidu]]

  • Dataset-PTB: Shuran Song and Jianxiong Xiao. "Tracking Revisited using RGBD Camera: Unified Benchmark and Baselines." ICCV (2013) [paper] [project] [5 validation] [95 evaluation]

  • Dataset-ALOV300+: Arnold W. M. Smeulders, Dung M. Chu, Rita Cucchiara, Simone Calderara, Afshin Dehghan, Mubarak Shah. "Visual Tracking: An Experimental Survey." PAMI (2014) [paper] [project] Mirror Link:ALOV300++ Dataset Mirror Link:ALOV300++ Groundtruth

  • OTB2013: Wu, Yi, Jongwoo Lim, and Minghsuan Yang. "Online Object Tracking: A Benchmark." CVPR (2013). [paper]

  • OTB2015: Wu, Yi, Jongwoo Lim, and Minghsuan Yang. "Object Tracking Benchmark." TPAMI (2015). [paper] [project]

  • Dataset-VOT: [project]

[VOT13_paper_ICCV]The Visual Object Tracking VOT2013 challenge results

[VOT14_paper_ECCV]The Visual Object Tracking VOT2014 challenge results

[VOT15_paper_ICCV]The Visual Object Tracking VOT2015 challenge results

[VOT16_paper_ECCV]The Visual Object Tracking VOT2016 challenge results

[VOT17_paper_ICCV]The Visual Object Tracking VOT2017 challenge results

Distinguished Researchers & Teams

Distinguished visual tracking researchers who have published +3 papers which have a major impact on the field of visual tracking and are still active in the field of visual tracking.(Names listed in no particular order.)