Datasets › LasHeR

LasHeR

Introduced by Chenglong Li et al. in LasHeR: A Large-scale High-diversity Benchmark for RGBT Tracking27 Apr 2021 archive 2025-07-28

LasHeR consists of 1224 visible and thermal infrared video pairs with more than 730K frame pairs in total. Each frame pair is spatially aligned and manually annotated with a bounding box, making the dataset well and densely annotated. LasHeR is highly diverse capturing from a broad range of object categories, camera viewpoints, scene complexities and environmental factors across seasons, weathers, day and night.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Rgb-T Tracking LasHeR FlexTrack Precision 77.3 — — 39 Compare

Papers archive 2025-07-28

30 shown of 32 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 45. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Breaking Shallow Limits: Task-Driven Pixel Fusion for Gap-free RGBT Tracking 0 1 14 Mar 2025 not harvested
Adaptive Perception for Unified Visual Multi-modal Object Tracking 0 1 10 Feb 2025 not harvested
SUTrack: Towards Simple and Unified Single Object Tracking 1 1 26 Dec 2024 not harvested
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking 1 1 20 Dec 2024 ran 3 of 8 samples (5 unverified)
Breaking Modality Gap in RGBT Tracking: Coupled Knowledge Distillation 1 1 15 Oct 2024 not harvested
Cross Fusion RGB-T Tracking with Bi-directional Adapter 0 1 30 Aug 2024 not harvested
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba 0 1 16 Aug 2024 not harvested
MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking 1 2 15 Aug 2024 not harvested
Cross-modulated Attention Transformer for RGBT Tracking 0 1 5 Aug 2024 not harvested
Transformer-based RGB-T Tracking with Channel and Spatial Feature Fusion 1 1 6 May 2024 not harvested
AFter: Attention-based Fusion Router for RGBT Tracking 1 1 4 May 2024 not harvested
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method 1 1 30 Apr 2024 not harvested
Middle Fusion and Multi-Stage, Multi-Form Prompts for Robust RGB-T Tracking 0 1 27 Mar 2024 not harvested
From Two-Stream to One-Stream: Efficient RGB-T Tracking via Mutual Prompt Learning and Knowledge Distillation 0 1 25 Mar 2024 not harvested
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object Tracking 1 1 24 Mar 2024 ran 1 of 1 samples (0 unverified)
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning 0 1 14 Mar 2024 not harvested
Transformer RGBT Tracking with Spatio-Temporal Multimodal Tokens 0 1 3 Jan 2024 not harvested
Temporal Adaptive RGBT Tracking with Modality Prompt 0 1 2 Jan 2024 not harvested
Bi-directional Adapter for Multi-modal Tracking 1 1 17 Dec 2023 not harvested
Single-Model and Any-Modality for Video Object Tracking 1 1 27 Nov 2023 not harvested
Generative-based Fusion Mechanism for Multi-Modal Tracking 1 1 4 Sep 2023 not harvested
RGB-T Tracking via Multi-Modal Mutual Prompt Learning 1 1 31 Aug 2023 not harvested
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking 1 4 27 Apr 2023 not harvested
Visual Prompt Multi-Modal Tracking 1 1 20 Mar 2023 ran 1 of 1 samples (0 unverified)
Efficient RGB-T Tracking via Cross-Modality Distillation 0 1 1 Jan 2023 not harvested
Bridging Search Region Interaction With Template for RGB-T Tracking 1 1 1 Jan 2023 not harvested
Prompting for Multi-Modal Tracking 0 1 29 Jul 2022 not harvested
Attribute-Based Progressive Fusion Network for RGBT Tracking 2 1 26 Jan 2022 not harvested
RGBT Tracking via Multi-Adapter Network with Hierarchical Divergence Loss 0 1 14 Nov 2020 not harvested
Duality-Gated Mutual Condition Network for RGBT Tracking 0 1 14 Nov 2020 not harvested

The full list of 32 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • LasHeR

1 variant name, as the archive lists them.

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