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NT-VOT211

Introduced by Yu Liu et al. in NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object Tracking27 Oct 2024 archive 2025-07-28

NT-VOT211 consists of 211 diverse videos, offering 211,000 well-annotated frames with 8 attributes including camera motion, deformation, fast motion, motion blur, tiny target, distractors, occlusion and out-of-view. To the best of our knowledge, it is the largest night-time tracking benchmark to-date that is specifically designed to address unique challenges such as adverse visibility, image blur, and distractors inherent to night-time tracking scenarios.

Kindly click the 'Homepage' button below to be directed to our official website. There, you can easily access the independent leaderboard through the 'Evaluation on Server' section on our homepage. We offer comprehensive, step-by-step guidance on utilizing our dataset, and we also provide the annotation tools that were instrumental in the creation of this dataset.

HomepageBenchmarksPapers JSON

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
Video Object Tracking NT-VOT211 ProContEXT AUC 40.10 ProContEXT: Exploring Progressive Context Transformer... jp-lan/procontext +3 43 Compare

Papers archive 2025-07-28

30 shown of 40 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 41. 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
ODTrack: Online Dense Temporal Token Learning for Visual Tracking 1 1 3 Jan 2024 ran 1 of 1 samples (0 unverified)
Target-Aware Tracking with Long-term Context Attention 1 1 27 Feb 2023 ran 0 of 2 samples (2 unverified)
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
ProContEXT: Exploring Progressive Context Transformer for Tracking 4 1 27 Oct 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)
Towards Grand Unification of Object Tracking 1 1 14 Jul 2022 ran 6 of 6 samples (0 unverified; 1 pointer-only for licence)
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework 1 1 22 Mar 2022 ran 0 of 1 samples (1 unverified)
Transforming Model Prediction for Tracking 1 1 21 Mar 2022 not harvested
Robust Visual Tracking by Segmentation 2 1 21 Mar 2022 not harvested
MixFormer: End-to-End Tracking with Iterative Mixed Attention 1 1 21 Mar 2022 ran 1 of 1 samples (0 unverified)
Efficient Visual Tracking with Exemplar Transformers 2 1 17 Dec 2021 not harvested
ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking 1 1 4 Jun 2021 not harvested
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search 1 1 29 Apr 2021 ran 7 of 7 samples (0 unverified)
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)
Learning Target Candidate Association to Keep Track of What Not to Track 1 1 30 Mar 2021 not harvested
Transformer Tracking 1 1 29 Mar 2021 ran 1 of 3 samples (2 unverified; 3 pointer-only for licence)
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking 1 1 22 Mar 2021 ran 6 of 9 samples (3 unverified)
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers 1 1 4 Dec 2020 not harvested
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
Know Your Surroundings: Exploiting Scene Information for Object Tracking 1 1 24 Mar 2020 not harvested
Fast Visual Object Tracking with Rotated Bounding Boxes 1 1 8 Jul 2019 not harvested
Learning Discriminative Model Prediction for Tracking 2 1 15 Apr 2019 not harvested
Deeper and Wider Siamese Networks for Real-Time Visual Tracking 5 1 7 Jan 2019 ran 3 of 3 samples (0 unverified)
Fast Online Object Tracking and Segmentation: A Unifying Approach 3 1 12 Dec 2018 ran 1 of 10 samples (9 unverified)
Fully Convolutional Siamese Networks for Change Detection 5 1 19 Oct 2018 not harvested
Distractor-aware Siamese Networks for Visual Object Tracking 1 1 18 Aug 2018 not harvested

The full list of 40 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Video Object Tracking

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

ImagesVideos

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • NT-VOT211

1 variant name, as the archive lists them.

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