| RAGTrack: Language-aware RGBT Tracking with Retrieval-Augmented Generation | ✓ Link | 93.2 | 67.1 | RAGTrack | 2026-03-04 |
| Parameter-Dynamic Adaptive Fusion and Calibration Network for RGBT Tracking | | 92.6 | 66.8 | PAFCNet-384 | 2026-08-03 |
| Parameter-Dynamic Adaptive Fusion and Calibration Network for RGBT Tracking | | 92.4 | 67.2 | PAFCNet-256 | 2026-08-03 |
| CADTrack: Learning Contextual Aggregation with Deformable Alignment for Robust RGBT Tracking | | 91.2 | 65.4 | CADTrack (DropMAE) | 2025-11-22 |
| UBATrack: Spatio-Temporal State Space Model for General Multi-Modal Tracking | | 91.2 | 67.9 | UBATrack-384 | 2026-01-21 |
| | 90.6 | 66.1 | PromptTrack | |
| UBATrack: Spatio-Temporal State Space Model for General Multi-Modal Tracking | | 89.6 | 66.2 | UBATrack-256 | 2026-01-21 |
| CADTrack: Learning Contextual Aggregation with Deformable Alignment for Robust RGBT Tracking | | 88.7 | 62.9 | CADTrack (SOT) | 2025-11-22 |
| MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking | ✓ Link | 88.5 | 64.4 | MambaVT-M256 | 2024-08-15 |
| Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation | ✓ Link | 88.4 | 65.2 | CKD | 2024-10-15 |
| MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking | ✓ Link | 88.0 | 63.7 | MambaVT-S256 | 2024-08-15 |
| Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking | | 88.0 | 63.8 | TPF | 2025-03-14 |
| Cross Fusion RGB-T Tracking with Bi-directional Adapter | | 87.7 | 63.0 | CFBT | 2024-08-30 |
| AFter: Attention-based Fusion Router for RGBT Tracking | ✓ Link | 87.6 | 63.5 | AFter | 2024-05-04 |
| RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba | | 87.5 | 64.8 | AINet-B384 | 2024-08-16 |
| RGB-T Tracking via Multi-Modal Mutual Prompt Learning | ✓ Link | 86.2 | 63.0 | MPLT | 2023-08-31 |
| Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion | ✓ Link | 86.0 | 63.5 | CSTNet | 2024-05-06 |
| Cross-modulated Attention Transformer for RGBT Tracking | | 85.6 | 63.2 | CAFormer | 2024-08-05 |
| Bridging Search Region Interaction With Template for RGB-T Tracking | ✓ Link | 85.3 | 62.5 | TBSI | 2023-01-01 |
| Temporal Adaptive RGBT Tracking with Modality Prompt | | 85.3 | 61.8 | TATrack | 2024-01-02 |
| Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking | | 83.9 | 60.8 | M3PT | 2024-03-27 |
| Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens | | 83.0 | 59.5 | STMT | 2024-01-03 |
| Attribute-Based Progressive Fusion Network for RGBT Tracking | ✓ Link | 79.9 | 54.9 | APFNet | 2022-01-26 |
| Challenge-Aware RGBT Tracking | | 79.2 | 53.3 | CAT | 2020-07-26 |
| Multi-Modal Fusion for End-to-End RGB-T Tracking | ✓ Link | 78.6 | 55.5 | mfDiMP | 2019-08-30 |
| Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New Baseline | ✓ Link | 78.6 | 53.5 | HMFT | 2022-04-08 |