Rgb-T Tracking

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

25 shown of 25 papers with code (55 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Long-term Frame-Event Visual Tracking: Benchmark Dataset and Baseline
  9 Mar 2024 4 repositories listed
  Current event-/frame-event based trackers undergo evaluation on short-term tracking datasets, however, the tracking of real-world scenarios involves long-term tracking, and the performance of existing tracking…
• Attribute-Based Progressive Fusion Network for RGBT Tracking
  26 Jan 2022 2 repositories listed
  RGBT tracking usually suffers from various challenging factors of fast motion, scale variation, illumination variation, thermal crossover and occlusion, to name a few.
• MFGNet: Dynamic Modality-Aware Filter Generation for RGB-T Tracking
  22 Jul 2021 2 repositories listed
  The visible and thermal filters will be used to conduct a dynamic convolutional operation on their corresponding input feature maps respectively.
• Multi-modal Visual Tracking: Review and Experimental Comparison
  8 Dec 2020 2 repositories listed
  Visual object tracking, as a fundamental task in computer vision, has drawn much attention in recent years.
• Modality-Guided Dynamic Graph Fusion and Temporal Diffusion for Self-Supervised RGB-T Tracking
  6 May 2025 1 repository listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  GDSTrack dynamically fuses the modalities of neighboring frames, treats them as distractor noise, and leverages the denoising capability of a generative model.
• SUTrack: Towards Simple and Unified Single Object Tracking
  26 Dec 2024 1 repository listed
  It consolidates five SOT tasks (RGB-based, RGB-Depth, RGB-Thermal, RGB-Event, RGB-Language Tracking) into a unified model trained in a single session.
• Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking
  20 Dec 2024 1 repository listed Syntology ran 3 of 8 samples · 5 unverified
  These temporal information tokens are used to guide the localization of the target in the next time state, establish long-range contextual relationships between video frames, and capture the temporal trajectory of the…
• Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation
  15 Oct 2024 1 repository listed
  To handle this issue, we take original RGB and TIR networks as the teachers, and distill their content knowledge into two student networks respectively by the style-content orthogonal feature decoupling scheme.
• MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking
  15 Aug 2024 1 repository listed
  Existing RGB-T tracking algorithms have made remarkable progress by leveraging the global interaction capability and extensive pre-trained models of the Transformer architecture.
• Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion
  6 May 2024 1 repository listed
  The former does not fully exploit the potential of using only RGB and TIR information of the template or search region for channel and spatial feature fusion, and the latter lacks direct interaction between the template…
• AFter: Attention-based Fusion Router for RGBT Tracking
  4 May 2024 1 repository listed
  In particular, we design a fusion structure space based on the hierarchical attention network, each attention-based fusion unit corresponding to a fusion operation and a combination of these attention units…
• Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method
  30 Apr 2024 1 repository listed
  We propose a new method based on a mixture of experts, namely MoETrack, as a baseline fusion strategy.
• SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking
  24 Mar 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Multimodal Visual Object Tracking (VOT) has recently gained significant attention due to its robustness.
• Bi-directional Adapter for Multi-modal Tracking
  17 Dec 2023 1 repository listed
  To handle this problem, we propose a novel multi-modal visual prompt tracking model based on a universal bi-directional adapter, cross-prompting multiple modalities mutually.
• Single-Model and Any-Modality for Video Object Tracking
  27 Nov 2023 1 repository listed
  In practice, most existing RGB trackers learn a single set of parameters to use them across datasets and applications.
• Generative-based Fusion Mechanism for Multi-Modal Tracking
  4 Sep 2023 1 repository listed
  In this context, we seek to uncover the potential of harnessing generative techniques to address the critical challenge, information fusion, in multi-modal tracking.
• RGB-T Tracking via Multi-Modal Mutual Prompt Learning
  31 Aug 2023 1 repository listed
  Object tracking based on the fusion of visible and thermal im-ages, known as RGB-T tracking, has gained increasing atten-tion from researchers in recent years.
• Unified Single-Stage Transformer Network for Efficient RGB-T Tracking
  26 Aug 2023 1 repository listed
  With this structure, the network can extract fusion features of the template and search region under the mutual interaction of modalities.
• Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
  27 Apr 2023 1 repository listed
  In this paper, we introduce a new sequence-to-sequence learning framework for RGB-based and multi-modal object tracking.
• Visual Prompt Multi-Modal Tracking
  20 Mar 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  To inherit the powerful representations of the foundation model, a natural modus operandi for multi-modal tracking is full fine-tuning on the RGB-based parameters.
• Bridging Search Region Interaction With Template for RGB-T Tracking
  1 Jan 2023 1 repository listed
  To alleviate these limitations, we propose a novel Template-Bridged Search region Interaction (TBSI) module which exploits templates as the medium to bridge the cross-modal interaction between RGB and TIR search regions…
• Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New Baseline
  8 Apr 2022 1 repository listed
  With the popularity of multi-modal sensors, visible-thermal (RGB-T) object tracking is to achieve robust performance and wider application scenarios with the guidance of objects' temperature information.
• LasHeR: A Large-scale High-diversity Benchmark for RGBT Tracking
  27 Apr 2021 1 repository listed
  RGBT tracking receives a surge of interest in the computer vision community, but this research field lacks a large-scale and high-diversity benchmark dataset, which is essential for both the training of deep RGBT…
• Multi-Modal Fusion for End-to-End RGB-T Tracking
  30 Aug 2019 1 repository listed
  Our tracker is trained in an end-to-end manner, enabling the components to learn how to fuse the information from both modalities.
• Cross-Modal Ranking with Soft Consistency and Noisy Labels for Robust RGB-T Tracking
  1 Sep 2018 1 repository listed
  To address this problem, this paper presents a novel approach to suppress background effects for RGB-T tracking.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.