MARS

Motion Analysis and Re-identification Set

Dataset Information
Modalities
Videos
Introduced
2016
License
Unknown
Homepage
Official Website
Contents

Overview

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

Variants: MARS

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Person Re-Identification PiT Multi-direction and Multi-scale Pyramid in … 2022-02-12
Person Re-Identification STMN Video-based Person Re-identification with Spatial … 2021-08-20
Person Re-Identification STRF Spatio-Temporal Representation Factorization for Video-based … 2021-07-25
Person Re-Identification mgh Learning Multi-Granular Hypergraphs for Video-Based … 2021-04-30
Person Re-Identification Baseline + GS + SC (ours) Cloth-Changing Person Re-identification from A … 2021-03-29
Person Re-Identification DenseIL Dense Interaction Learning for Video-based … 2021-03-16
Person Re-Identification FGReID Fine-Grained Re-Identification 2020-11-26
Person Re-Identification VKD (ResVKD-50bam) Robust Re-Identification by Multiple Views … 2020-07-08
Person Re-Identification B-BOT + Attention and CL loss Video Person Re-ID: Fantastic Techniques … 2019-11-21
Person Re-Identification B-BOT + OSM + CL Centers* (Re-rank) Video Person Re-ID: Fantastic Techniques … 2019-11-21
Person Re-Identification B-BOT + Attention and CL loss* Video Person Re-ID: Fantastic Techniques … 2019-11-21
Person Re-Identification AGRL Adaptive Graph Representation Learning for … 2019-09-05
Person Re-Identification TKP Temporal Knowledge Propagation for Image-to-Video … 2019-08-11
Person Re-Identification NVAN Spatially and Temporally Efficient Non-local … 2019-08-05
Person Re-Identification UTAL Unsupervised Tracklet Person Re-Identification 2019-03-01
Person Re-Identification PSE+ ECN (rank-dist) A Pose-Sensitive Embedding for Person … 2017-11-28
Person Re-Identification TriNet (RK) In Defense of the Triplet … 2017-03-22
Person Re-Identification LuNet (RK) In Defense of the Triplet … 2017-03-22
Person Re-Identification TriNet In Defense of the Triplet … 2017-03-22
Person Re-Identification LuNet In Defense of the Triplet … 2017-03-22

Research Papers

Recent papers with results on this dataset:

External Links: