Datasets › GOT-10k

GOT-10k (Generic Object Tracking Benchmark)

Introduced by Lianghua Huang et al. in GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild1 Jan 2018 archive 2025-07-28

The GOT-10k dataset contains more than 10,000 video segments of real-world moving objects and over 1.5 million manually labelled bounding boxes. The dataset contains more than 560 classes of real-world moving objects and 80+ classes of motion patterns.

Source: http://got-10k.aitestunion.com/ Image Source: https://arxiv.org/pdf/1810.11981.pdf

Benchmarks archive 2025-07-28

All 2 leaderboards 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
Visual Object Tracking GOT-10k SAMURAI-L Average Overlap 81.7 SAMURAI: Adapting Segment Anything Model for Zero-Shot... yangchris11/samurai 42 Compare
Video Object Tracking GOT-10k TATrack-L-GOT Average Overlap 76.6 Target-Aware Tracking with Long-term Context Attention hekaijie123/TATrack 1 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 239. 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
SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking 1 3 24 Mar 2025 ran 0 of 1 samples (1 unverified)
Exploring Enhanced Contextual Information for Video-Level Object Tracking 1 2 15 Dec 2024 not harvested
A Distractor-Aware Memory for Visual Object Tracking with SAM2 1 1 26 Nov 2024 ran 3 of 11 samples (8 unverified; 11 pointer-only for licence)
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory 1 1 18 Nov 2024 ran 1 of 1 samples (0 unverified)
RTracker: Recoverable Tracking via PN Tree Structured Memory 1 1 28 Mar 2024 not harvested
Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance 1 2 8 Mar 2024 ran 3 of 5 samples (2 unverified)
ODTrack: Online Dense Temporal Token Learning for Visual Tracking 1 2 3 Jan 2024 ran 1 of 1 samples (0 unverified)
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe 1 1 28 Dec 2023 not harvested
HIPTrack: Visual Tracking with Historical Prompts 1 1 3 Nov 2023 not harvested
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation 1 1 25 Aug 2023 not harvested
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking 1 1 27 Apr 2023 not harvested
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking Tasks 1 1 2 Apr 2023 not harvested
Target-Aware Tracking with Long-term Context Attention 1 2 27 Feb 2023 ran 0 of 2 samples (2 unverified)
MixFormer: End-to-End Tracking with Iterative Mixed Attention 1 1 6 Feb 2023 not harvested
Autoregressive Visual Tracking 1 1 1 Jan 2023 not harvested
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets 1 1 12 Nov 2022 not harvested
Towards Sequence-Level Training for Visual Tracking 2 1 11 Aug 2022 ran 3 of 5 samples (2 unverified; 5 pointer-only for licence)
AiATrack: Attention in Attention for Transformer Visual Tracking 1 1 20 Jul 2022 ran 1 of 3 samples (2 unverified)
Revealing the Dark Secrets of Masked Image Modeling 1 2 26 May 2022 ran 4 of 5 samples (1 unverified)
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework 1 1 22 Mar 2022 ran 0 of 1 samples (1 unverified)
MixFormer: End-to-End Tracking with Iterative Mixed Attention 1 3 21 Mar 2022 ran 1 of 1 samples (0 unverified)
FEAR: Fast, Efficient, Accurate and Robust Visual Tracker 1 3 15 Dec 2021 ran 0 of 5 samples (5 unverified)
SwinTrack: A Simple and Strong Baseline for Transformer Tracking 1 1 2 Dec 2021 ran 0 of 2 samples (2 unverified)
Target Transformed Regression for Accurate Tracking 1 1 1 Apr 2021 not harvested
STMTrack: Template-free Visual Tracking with Space-time Memory Networks 1 1 1 Apr 2021 ran 8 of 11 samples (3 unverified)
Learning Spatio-Temporal Transformer for Visual Tracking 1 1 31 Mar 2021 ran 2 of 2 samples (0 unverified)
Tracking-by-Trackers with a Distilled and Reinforced Model 1 1 8 Jul 2020 not harvested
Ocean: Object-aware Anchor-free Tracking 4 1 18 Jun 2020 not harvested
Siam R-CNN: Visual Tracking by Re-Detection 1 1 28 Nov 2019 ran 0 of 4 samples (4 unverified)
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines 6 1 14 Nov 2019 ran 4 of 5 samples (1 unverified; 5 pointer-only for licence)

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

CC BY-NC-SA 4.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • GOT-10k

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections