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Attribute-Based Progressive Fusion Network for RGBT Tracking

Yun Xiao, Mengmeng Yang, Chenglong Li, Lei Liu, Jin Tang
2022 AAAI Conference on Artificial Intelligence  
RGBT tracking usually suffers from various challenging factors of fast motion, scale variation, illumination variation, thermal crossover and occlusion, to name a few.  ...  Finally, we also design an enhancement fusion transformer to strengthen the aggregated feature and modality-specific features.  ...  To remove redundant and noisy features of target, Zhu et al. (2019) propose a recursive strategy to densely aggregate features in each modality and prune the aggregated features of all modalities in a  ... 
dblp:conf/aaai/XiaoYLLT22 fatcat:cfbbu4gemfa7bb2vyqnssozsbe

Object Tracking in RGB-T Videos Using Modal-Aware Attention Network and Competitive Learning

Hui Zhang, Lei Zhang, Li Zhuo, Jing Zhang
2020 Sensors  
In this paper, an RGB-T object tracking algorithm based on a modal-aware attention network and competitive learning (MaCNet) is proposed, which includes a feature extraction network, modal-aware attention  ...  The modal-aware attention network integrates the original data, establishes an attention model that characterizes the importance of different feature layers, and then guides the feature fusion to enhance  ...  [9] proposed a recursive strategy to densely aggregate deep features and prune the aggregated features of each modality in a cooperative manner, which can effectively reduce redundancy and noise incurred  ... 
doi:10.3390/s20020393 pmid:32284517 fatcat:jishc4n4bbgmba7oix4rlqzztq

Cross-Modal Pattern-Propagation for RGB-T Tracking

Chaoqun Wang, Chunyan Xu, Zhen Cui, Ling Zhou, Tong Zhang, Xiaoya Zhang, Jian Yang
2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
Extensive experiments demonstrate that the effectiveness of our proposed CMPP, and the new state-of-the-art results are achieved with the significant improvements on two RGB-T object tracking benchmarks  ...  propagated into the current frame for more effective information inheritance.  ...  Acknowledgement This work was supported by the National Natural Science Foundation of China (Grants Nos. 61972204, 61772276, 61906094, U1713208) and the Natural Science Foundation of Jiangsu Province (  ... 
doi:10.1109/cvpr42600.2020.00709 dblp:conf/cvpr/WangXCZZZY20 fatcat:scouanz5pvdu7oldjg43c7j2me

Multi-modal Visual Tracking: Review and Experimental Comparison [article]

Pengyu Zhang and Dong Wang and Huchuan Lu
2020 arXiv   pre-print
Finally, we discuss various future directions from different perspectives, including model design and dataset construction for further research.  ...  Furthermore, we conduct extensive experiments to analyze the effectiveness of trackers on five datasets: PTB, VOT19-RGBD, GTOT, RGBT234, and VOT19-RGBT.  ...  In EF-based methods, the features extracted from both modalities are first aggregated as a larger feature vector and then sent to the model to locate the target.  ... 
arXiv:2012.04176v1 fatcat:pc3pt3hdavcp3pzij5sryvqe5y

MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T Tracking [article]

Xiao Wang, Xiujun Shu, Shiliang Zhang, Bo Jiang, Yaowei Wang, Yonghong Tian, Feng Wu
2022 arXiv   pre-print
convolutional kernels for various input images in practical tracking.  ...  The augmented feature maps will be fed into the RoI align module to generate instance-level features for subsequent classification.  ...  Science Foundation of China (61825101, 62027804, 62076004, 62102205, U20B2052), Natural Science Foundation of Anhui Province (2108085Y23), the Postdoctoral Innovative Talent Support Program (BX20200174), and  ... 
arXiv:2107.10433v2 fatcat:3mxe5iidvrgbvbxdna4pwwlv74

2020 Index IEEE Transactions on Circuits and Systems for Video Technology Vol. 30

2020 IEEE transactions on circuits and systems for video technology (Print)  
., TCSVT Jan. 2020 217-231 Hu, X., see Zhu, L., TCSVT Oct. 2020 3358-3371 Hu, Y., Lu, M., Xie, C., and Lu, X  ...  ., and Zeng, B., MUcast: Linear Uncoded Multiuser TCSVT Nov. 2020 4299-4308 Hu, R., see Chen, L., TCSVT Dec. 2020 4513-4525 Hu, R., see Wang, X., TCSVT Nov. 2020 4309-4320 Hu, X., see Zhang, X  ...  ., +, TCSVT Sept. 2020 2830-2842 Aggregating Attentional Dilated Features for Salient Object Detection.  ... 
doi:10.1109/tcsvt.2020.3043861 fatcat:s6z4wzp45vfflphgfcxh6x7npu

2021 Index IEEE Transactions on Image Processing Vol. 30

2021 IEEE Transactions on Image Processing  
Departments and other items may also be covered if they have been judged to have archival value. The Author Index contains the primary entry for each item, listed under the first author's name.  ...  The primary entry includes the coauthors' names, the title of the paper or other item, and its location, specified by the publication abbreviation, year, month, and inclusive pagination.  ...  Yang, M., +, TIP 2021 9442-9455 RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss.  ... 
doi:10.1109/tip.2022.3142569 fatcat:z26yhwuecbgrnb2czhwjlf73qu