GOT-10k

Generic Object Tracking Benchmark

Dataset Information
Modalities
Images, Videos
Languages
English
Introduced
2018
License
Homepage

Overview

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

Variants: GOT-10k

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Visual Object Tracking SPMTrack-G SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with … 2025-03-24
Visual Object Tracking SPMTrack-L SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with … 2025-03-24
Visual Object Tracking SPMTrack-B SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with … 2025-03-24
Visual Object Tracking MCITrack-L384 Exploring Enhanced Contextual Information for … 2024-12-15
Visual Object Tracking MCITrack-B224 Exploring Enhanced Contextual Information for … 2024-12-15
Visual Object Tracking DAM4SAM A Distractor-Aware Memory for Visual … 2024-11-26
Visual Object Tracking SAMURAI-L SAMURAI: Adapting Segment Anything Model … 2024-11-18
Visual Object Tracking RTracker-L RTracker: Recoverable Tracking via PN … 2024-03-28
Visual Object Tracking LoRAT-L-378 Tracking Meets LoRA: Faster Training, … 2024-03-08
Visual Object Tracking LoRAT-g-378 Tracking Meets LoRA: Faster Training, … 2024-03-08
Visual Object Tracking ODTrack-B ODTrack: Online Dense Temporal Token … 2024-01-03
Visual Object Tracking ODTrack-L ODTrack: Online Dense Temporal Token … 2024-01-03
Visual Object Tracking ARTrackV2-L ARTrackV2: Prompting Autoregressive Tracker Where … 2023-12-28
Visual Object Tracking HIPTrack HIPTrack: Visual Tracking with Historical … 2023-11-03
Visual Object Tracking MITS Integrating Boxes and Masks: A … 2023-08-25
Visual Object Tracking SeqTrack-L384 Unified Sequence-to-Sequence Learning for Single- … 2023-04-27
Visual Object Tracking DropMAE DropMAE: Masked Autoencoders with Spatial-Attention … 2023-04-02
Visual Object Tracking TATrack-L-GOT Target-Aware Tracking with Long-term Context … 2023-02-27
Visual Object Tracking MixViT-L(ConvMAE) MixFormer: End-to-End Tracking with Iterative … 2023-02-06
Visual Object Tracking NeighborTrack-OSTrack NeighborTrack: Improving Single Object Tracking … 2022-11-12

Research Papers

Recent papers with results on this dataset: