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RGBT tracking: A comprehensive review
M Feng, J Su - Information Fusion, 2024 - Elsevier
In recent years, visual object tracking, as a prominent research area in computer vision, has
garnered significant attention. To bolster the robustness of trackers across a spectrum of …
garnered significant attention. To bolster the robustness of trackers across a spectrum of …
Mambavt: Spatio-temporal contextual modeling for robust rgb-t tracking
Existing RGB-T tracking algorithms have made remarkable progress by leveraging the
global interaction capability and extensive pre-trained models of the Transformer …
global interaction capability and extensive pre-trained models of the Transformer …
Transformer-based RGB-T tracking with channel and spatial feature fusion
Y Li, B Wang, Y Li, Z Yu, L Wang - arxiv preprint arxiv:2405.03177, 2024 - arxiv.org
How to better fuse cross-modal features is the core issue of RGB-T tracking. Some previous
methods either insufficiently fuse RGB and TIR features, or depend on intermediaries …
methods either insufficiently fuse RGB and TIR features, or depend on intermediaries …
Multi-modal adapter for RGB-T tracking
The Transformer architectures have recently been attracting increasing attention, owing to
their superiority in performance. However, it is difficult to take advantage of them for …
their superiority in performance. However, it is difficult to take advantage of them for …
EMTrack: Efficient Multimodal Object Tracking
Multi-modal object tracking has received increasing attention, given the limitations the
representation ability in certain challenging scenarios of single RGB modality. Recent …
representation ability in certain challenging scenarios of single RGB modality. Recent …
[HTML][HTML] MATI: Multimodal Adaptive Tracking Integrator for Robust Visual Object Tracking
K Li, L Cai, G He, X Gong - Sensors, 2024 - mdpi.com
Visual object tracking, pivotal for applications like earth observation and environmental
monitoring, encounters challenges under adverse conditions such as low light and complex …
monitoring, encounters challenges under adverse conditions such as low light and complex …
Simplifying Cross-modal Interaction via Modality-Shared Features for RGBT Tracking
Thermal infrared (TIR) data exhibits higher tolerance to extreme environments, making it a
valuable complement to RGB data in tracking tasks. RGBT tracking aims to leverage …
valuable complement to RGB data in tracking tasks. RGBT tracking aims to leverage …
Motion-Aware Self-Supervised RGBT Tracking with Multi-Modality Hierarchical Transformers
Supervised RGBT (SRGBT) tracking tasks need both expensive and time-consuming
annotations. Therefore, the implementation of Self-Supervised RGBT (SSRGBT) tracking …
annotations. Therefore, the implementation of Self-Supervised RGBT (SSRGBT) tracking …
Cross Fusion RGB-T Tracking with Bi-directional Adapter
Z Zeng, X Liu, M Sun, H Wang, J Liu - arxiv preprint arxiv:2408.16979, 2024 - arxiv.org
Many state-of-the-art RGB-T trackers have achieved remarkable results through modality
fusion. However, these trackers often either overlook temporal information or fail to fully …
fusion. However, these trackers often either overlook temporal information or fail to fully …
Augmentative fusion network for robust RGBT tracking
F Hong, J Wang, A Lu, Q Wang - … International Conference on …, 2025 - spiedigitallibrary.org
RGBT tracking aims to take full advantage of the complementary advantages of RGB and
Thermal Infrared (TIR) modalities to achieve robust tracking in complex scenes. However …
Thermal Infrared (TIR) modalities to achieve robust tracking in complex scenes. However …