LaSOT

Large-scale Single Object Tracking

Dataset Information
Modalities
Videos
License
Apache 2.0
Homepage
Official Website
Contents

Overview

LaSOT is a high-quality benchmark for Large-scale Single Object Tracking. LaSOT consists of 1,400 sequences with more than 3.5M frames in total. Each frame in these sequences is carefully and manually annotated with a bounding box, making LaSOT one of the largest densely annotated
tracking benchmark. The average video length of LaSOT
is more than 2,500 frames, and each sequence comprises
various challenges deriving from the wild where target objects may disappear and re-appear again in the view.

Variants: LaSOT

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Visual Object Tracking SPMTrack-L SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with … 2025-03-24
Visual Object Tracking SPMTrack-G 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-B224 Exploring Enhanced Contextual Information for … 2024-12-15
Visual Object Tracking MCITrack-L384 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 PiVOT-L Improving Visual Object Tracking through … 2024-09-27
Visual Object Tracking LoReTrack LoReTrack: Efficient and Accurate Low-Resolution … 2024-05-27
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 DropTrack DropMAE: Masked Autoencoders with Spatial-Attention … 2023-04-02
Visual Object Tracking UNINEXT-L Universal Instance Perception as Object … 2023-03-12

Research Papers

Recent papers with results on this dataset:

External Links: