Datasets › MARS

MARS (Motion Analysis and Re-identification Set)

Introduced in MARS: A Video Benchmark for Large-Scale Person Re-Identification1 Jan 2016 archive 2025-07-28

MARS (Motion Analysis and Re-identification Set) is a large scale video based person reidentification dataset, an extension of the Market-1501 dataset. It has been collected from six near-synchronized cameras. It consists of 1,261 different pedestrians, who are captured by at least 2 cameras. The variations in poses, colors and illuminations of pedestrians, as well as the poor image quality, make it very difficult to yield high matching accuracy. Moreover, the dataset contains 3,248 distractors in order to make it more realistic. Deformable Part Model and GMMCP tracker were used to automatically generate the tracklets (mostly 25-50 frames long).

Source: Multi-Target Tracking in Multiple Non-Overlapping Cameras using Constrained Dominant Sets

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.

Papers archive 2025-07-28

17 shown of 17 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 181. 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
A High-Accuracy Unsupervised Person Re-identification Method Using Auxiliary Information Mined from Datasets 1 1 6 May 2022 not harvested
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian Retrieval 1 1 12 Feb 2022 not harvested
Video-based Person Re-identification with Spatial and Temporal Memory Networks 1 1 20 Aug 2021 not harvested
Spatio-Temporal Representation Factorization for Video-based Person Re-Identification 0 1 25 Jul 2021 not harvested
Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification 1 1 30 Apr 2021 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and Regularization 1 1 29 Mar 2021 not harvested
Dense Interaction Learning for Video-based Person Re-identification 0 1 16 Mar 2021 not harvested
Pyramid Spatial-Temporal Aggregation for Video-Based Person Re-Identification 1 1 1 Jan 2021 not harvested
Fine-Grained Re-Identification 2 1 26 Nov 2020 not harvested
Robust Re-Identification by Multiple Views Knowledge Distillation 1 1 8 Jul 2020 not harvested
Video Person Re-ID: Fantastic Techniques and Where to Find Them 1 3 21 Nov 2019 not harvested
Adaptive Graph Representation Learning for Video Person Re-identification 1 1 5 Sep 2019 not harvested
Temporal Knowledge Propagation for Image-to-Video Person Re-identification 1 1 11 Aug 2019 not harvested
Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification 1 1 5 Aug 2019 not harvested
Unsupervised Tracklet Person Re-Identification 1 1 1 Mar 2019 not harvested
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking 2 1 28 Nov 2017 ran 1 of 3 samples (2 unverified; 3 pointer-only for licence)
In Defense of the Triplet Loss for Person Re-Identification 31 4 22 Mar 2017 ran 6 of 46 samples (40 unverified)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • MARS

1 variant name, as the archive lists them.

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