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Visual Object Tracking Research of PRCI-Lab

Multi-Level Fusion for Robust RGBT Tracking with Enhanced Thermal Representation

Zhangyong Tang, Tianyang Xu, Xiao-Jun Wu, Josef Kittler, ACM TOMM, 2024.

[Paper] [Code]

Generative-based Fusion Mechanism for Multi-Modal Tracking

Zhangyong Tang, Tianyang Xu, XueFeng Zhu, Xiao-Jun Wu, Josef Kittler, AAAI, 2024.

[Paper] [Code]

Pluggable Attack for Visual Object Tracking

Shaochuan Zhao, Tianyang Xu, Xiao-Jun Wu, Josef Kittler, TIFS, 2023.

[Paper] [Code]

A Spatio-Temporal Robust Tracker with Spatial-Channel Transformer and Jitter Suppression

Shaochuan Zhao, Tianyang Xu, Xiao-Jun Wu, Josef Kittler, IJCV, 2023.

[Paper] [Code]

Exploring fusion strategies for accurate RGBT visual object tracking

Zhangyong Tang, Tianyang Xu, Hui Li, Xiao-Jun Wu, XueFeng Zhu, Josef Kittler, Information Fusion, 2023.

[Paper] [Code]

RGBD1K: A Large-scale Dataset and Benchmark for RGB-D Object Tracking

Xue-Feng Zhu, Tianyang Xu, Zhangyong Tang, Zucheng Wu, Haodong Liu, Xiao Yang, Xiao-Jun Wu, Josef Kittler, AAAI, 2023. (oral)

Dataset Details of RGBD1K

  • 1050 video sequences
  • 1000 videos for training, containing 2,385,500 frames
  • 50 videos for test, containing 117,900 frames
  • 717,900 annotations
  • 15 challenging attributes

[Paper] [Code]

Toward Robust Visual Object Tracking With Independent Target-Agnostic Detection and Effective Siamese Cross-Task Interaction

Tianyang Xu, Zhenhua Feng, Xiao-Jun Wu, Josef Kittler, IEEE TIP, 2023.

[Paper][Code]

Distillation, Ensemble and Selection for building a Better and Faster Siamese based Tracker

Shaochuan Zhao, Tianyang Xu, Xiao-Jun Wu, Josef Kittler, IEEE TCSVT, 2022.

[Paper][Code]

Adaptive Channel Selection for Robust Visual Object Tracking with Discriminative Correlation Filters

Tianyang Xu, Zhenhua Feng, Xiao-Jun Wu, Josef Kittler, IJCV, 2021.

[Paper] [Code]

Adaptive feature fusion for visual object tracking

Shaochuan Zhao, Tianyang Xu, Xiao-Jun Wu, Xue-Feng Zhu, Pattern Recognition, 2021.

[Paper][Code]

Robust Visual Object Tracking Via Adaptive Attribute-Aware Discriminative Correlation Filters

Xue-Feng Zhu, Xiao-Jun Wu, Tianyang Xu, Zhen-Hua Feng, Josef Kittler, IEEE TMM, 2021.

[Paper] [Code]

An accelerated correlation filter tracker

Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu, Josef Kittler, Pattern Recognition, 2020.

[Paper] [Code]

Complementary Discriminative Correlation Filters Based on Collaborative Representation for Visual Object Tracking

Xue-Feng Zhu, Xiao-Jun Wu, Tianyang Xu, Zhen-Hua Feng, Josef Kittler, IEEE TCSVT, 2020.

[Paper] [Code]

Learning Low-Rank and Sparse Discriminative Correlation Filters for Coarse-to-Fine Visual Object Tracking

Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu, Josef Kittler, IEEE TCSVT, 2020.

[Paper] [Code]

Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Object Tracking

Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu, Josef Kittler, IEEE TIP, 2019.

[Paper] [Code]

Joint group feature selection and discriminative filter learning for robust visual object tracking

Tianyang Xu, Zhen-Hua Feng, Xiao-Jun Wu, Josef Kittler, ICCV, 2019.

[Paper] [Code]

Non-negative Subspace Representation Learning Scheme for Correlation Filter Based Tracking

Tianyang Xu, Xiao-Jun Wu, Josef Kittler, ICPR, 2018.

[Paper] [Code]