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Rgb-T Tracking

RGBT tracking, or RGB-Thermal tracking, is a sophisticated method utilized in computer vision for tracking objects across both RGB and thermal infrared modalities. This technique combines information from both RGB and thermal imagery to enhance object detection and tracking performance, particularly in challenging environments where lighting conditions may vary or be limited. By integrating data from these two modalities, RGBT tracking systems can effectively compensate for the limitations of each individual modality, such as the inability of RGB cameras to capture clear images in low-light or adverse weather conditions, and the inability of thermal cameras to accurately identify object details. RGBT tracking algorithms typically involve sophisticated fusion techniques to combine information from RGB and thermal sensors, enabling robust and accurate object tracking in diverse scenarios ranging from surveillance and security applications to autonomous vehicles and search and rescue operations.

Papers

Showing 150 of 55 papers

TitleStatusHype
SUTrack: Towards Simple and Unified Single Object TrackingCode2
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object TrackingCode2
Visual Prompt Multi-Modal TrackingCode2
Long-term Frame-Event Visual Tracking: Benchmark Dataset and BaselineCode2
Exploiting Multimodal Spatial-temporal Patterns for Video Object TrackingCode2
Bridging Search Region Interaction With Template for RGB-T TrackingCode1
Multi-modal Visual Tracking: Review and Experimental ComparisonCode1
AFter: Attention-based Fusion Router for RGBT TrackingCode1
Attribute-Based Progressive Fusion Network for RGBT TrackingCode1
Bi-directional Adapter for Multi-modal TrackingCode1
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge DistillationCode1
Generative-based Fusion Mechanism for Multi-Modal TrackingCode1
LasHeR: A Large-scale High-diversity Benchmark for RGBT TrackingCode1
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T TrackingCode1
MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T TrackingCode1
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and MethodCode1
RGB-T Tracking via Multi-Modal Mutual Prompt LearningCode1
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object TrackingCode1
Single-Model and Any-Modality for Video Object TrackingCode1
Transformer-based RGB-T Tracking with Channel and Spatial Feature FusionCode1
Unified Single-Stage Transformer Network for Efficient RGB-T TrackingCode1
Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New BaselineCode1
Cross-Modal Ranking with Soft Consistency and Noisy Labels for Robust RGB-T TrackingCode0
Multi-Modal Fusion for End-to-End RGB-T TrackingCode0
Modality-Guided Dynamic Graph Fusion and Temporal Diffusion for Self-Supervised RGB-T TrackingCode0
Lightweight RGB-T Tracking with Mobile Vision Transformers0
BTMTrack: Robust RGB-T Tracking via Dual-template Bridging and Temporal-Modal Candidate Elimination0
Siamese Infrared and Visible Light Fusion Network for RGB-T Tracking0
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens0
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking0
MIRNet: Learning multiple identities representations in overlapped speech0
0/1 Deep Neural Networks via Block Coordinate Descent0
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning0
Prompting for Multi-Modal Tracking0
PURA: Parameter Update-Recovery Test-Time Adaption for RGB-T Tracking0
Adaptive Perception for Unified Visual Multi-modal Object Tracking0
RGB-T Object Tracking:Benchmark and Baseline0
RGB-T Tracking Based on Mixed Attention0
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba0
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss0
Temporal Adaptive RGBT Tracking with Modality Prompt0
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking0
Cross Fusion RGB-T Tracking with Bi-directional Adapter0
Cross-Modal Pattern-Propagation for RGB-T Tracking0
Duality-Gated Mutual Condition Network for RGBT Tracking0
Dynamic Fusion Network for RGBT Tracking0
EANet: Enhanced Attribute-based RGBT Tracker Network0
Efficient RGB-T Tracking via Cross-Modality Distillation0
Challenge-Aware RGBT Tracking0
FANet: Quality-Aware Feature Aggregation Network for Robust RGB-T Tracking0
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