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Education & Experience

• Intern. May 2025 -- Present
  China Mobile Research Institute.
  Advised by Qian Wang.

• Ph.D. September 2024 -- Present
  PCA Lab, School of Computer Science and Technology, Nanjing University of Science and Technology (NJUST).
  Advised by Prof. Jian Yang and Associate Prof. Ying Tai.
  

• M.E. September 2021 -- June 2024
  School of Computer Science and Technology, Guangxi Normal University (GXNU).
  Advised by Prof. Bineng Zhong .
  

• B.E. September 2017 -- June 2021
  School of Computer Science and Technology, Guangxi Normal University (GXNU).
  

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Publications

Conference Papers (* indicates contributed equally, # indicates corresponding authors)

1. Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking. [Paper] [Code]
   Xiantao Hu, Ying Tai#, Xu Zhao, Chen Zhao, Zhenyu Zhang, Jun Li, Bineng Zhong, Jian Yang#.
   AAAI Conference on Artificial Intelligence (AAAI), Oral, 2025.

2. Motion-Aware Object Tracking via Motion and Geometry-Aware Cues.
   Hongtao Yang, Bineng Zhong, Qihua Liang, Xiantao Hu, Yufei Tan, Haiying Xia, Shuxiang Song.
   AAAI Conference on Artificial Intelligence (AAAI), 2026.

3. CADTrack: Learning Contextual Aggregation with Deformable Alignment for Robust RGBT Tracking. [Paper] [Code]
   Hao Li, Yuhao Wang, Xiantao Hu, Wenning Hao, Pingping Zhang, Dong Wang, Huchuan Lu.
   AAAI Conference on Artificial Intelligence (AAAI), 2026.

4. Explicit Context Reasoning with Supervision for Visual Tracking. [Paper] [Code]
   Fansheng Zeng, Bineng Zhong, Haiying Xia, Yufei Tan, Xiantao Hu, Liangtao Shi, Shuxiang Song.
   ACM Multimedia (MM), 2025

Journal Papers (* indicates contributed equally, # indicates corresponding authors)

1. Adaptive Perception for Unified Visual Multi-modal Object Tracking.
   Xiantao Hu, Bineng Zhong#, Qihua Liang, Liangtao Shi, Zhiyi Mo, Ying Tai, Jian Yang.
   IEEE Transactions on Artificial Intelligence (TAI), 2025.

2. Towards Modalities Correlation for RGB-T Tracking.
   Xiantao Hu, Bineng Zhong#, Qihua Liang, Shengping Zhang, Ning Li, Xianxian Li.
   IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2024.

3. Transformer Tracking via Frequency Fusion.
   Xiantao Hu, Bineng Zhong#, Qihua Liang, Shengping Zhang, Ning Li, Xianxian Li, Rongrong Ji.
   IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023.

4. Fast Adversarial Training with Weak-to-Strong Spatial-Temporal Consistency in the Frequency Domain on Videos.
   Songping Wang, Hanqing Liu, Yueming Lyu, Xiantao Hu, Ziwen He, Wei Wang, Caifeng Shan, Liang Wang.
   IEEE Transactions on Information Forensics & Security (TIFS), 2025.

5. Learning Multi-scale Spatial-frequency Features for Image Denoising.
   Xu Zhao, Chen Zhao, Xiantao Hu, Hongliang Zhang, Ying Tai, Jian Yang.
   Pattern Recognition (PR), 2025.

6. Mamba Adapter: Efficient Multi-Modal Fusion for Vision-Language Tracking.
   Liangtao Shi, Bineng Zhong, Qihua Liang, Xiantao Hu, Zhiyi Mo, Shuxiang Song.
   IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2025.

7. SwimVG: Step-wise Multimodal Fusion and Adaption for Visual Grounding.
   Liangtao Shi, Ting Liu, Xiantao Hu, Yue Hu, Quanjun Yin, Richang Hong.
   IEEE Transactions on Multimedia (TMM), 2025.

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Academic Services

Conference Reviewer

• IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

• Neural Information Processing Systems (NeurIPS)

• AAAI Conference on Artificial Intelligence (AAAI)

• International Joint Conference on Artificial Intelligence (IJCAI)

• Winter Conference on Applications of Computer Vision (WACV)

Journal Reviewer

• IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

• IEEE Transactions on Multimedia (TMM)

• Pattern Recognition (PR)

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Honors and Awards

• 11/2025 – Third in 2025 人工智能赋能教育创新应用大赛
• 11/2024 – Third in ICPR 2024 Multi-Modal Visual Pattern Recognition Challenge – Action Recognition Track, and get "Best Research paper"
• 12/2023 – Third in 2023 长三角 (芜湖) 人工智能算法大赛
• 10/2023 – National Graduate Scholarship
• 08/2023 – Thrid in IFlytek Developer Competition – Stable Diffusion Identification Challenge
• 07/2023 – Second in ICCV2023 Workshop challenge – VisDrone2023
• 06/2023 – Second in CVPR2023 AVA Accessibility Vision and Autonomy Challenge – Segmentation Track
• 06/2023 – Thrid in CVPR2023 AVA Accessibility Vision and Autonomy Challenge – Keypoint Track
• 05/2023 – Third in FGVC10 Workshop at CVPR – PlantTraits2023
• 07/2022 – First in ECV2022