TrackingNet

Dataset Information
Modalities
Images, Videos, Tracking
Introduced
2018
License
Apache 2.0
Homepage

Overview

TrackingNet is a large-scale tracking dataset consisting of videos in the wild. It has a total of 30,643 videos split into 30,132 training videos and 511 testing videos, with an average of 470,9 frames.

Source: Learning the Model Update for Siamese Trackers
Image Source: https://arxiv.org/abs/1803.10794

Variants: TrackingNet

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Visual Object Tracking SPMTrack-B 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-L 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 SAMURAI-L SAMURAI: Adapting Segment Anything Model … 2024-11-18
Visual Object Tracking LoRAT-g-378 Tracking Meets LoRA: Faster Training, … 2024-03-08
Visual Object Tracking LoRAT-L-378 Tracking Meets LoRA: Faster Training, … 2024-03-08
Visual Object Tracking ODTrack-L ODTrack: Online Dense Temporal Token … 2024-01-03
Visual Object Tracking ODTrack-B 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-H Universal Instance Perception as Object … 2023-03-12
Visual Tracking TATrack-L Target-Aware Tracking with Long-term Context … 2023-02-27
Visual Object Tracking TATrack-L 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: