Datasets › Market-1501

Market-1501

Introduced by Liang Zheng et al. in Scalable Person Re-Identification: A Benchmark1 Jan 2015 archive 2025-07-28

Market-1501 is a large-scale public benchmark dataset for person re-identification. It contains 1501 identities which are captured by six different cameras, and 32,668 pedestrian image bounding-boxes obtained using the Deformable Part Models pedestrian detector. Each person has 3.6 images on average at each viewpoint. The dataset is split into two parts: 750 identities are utilized for training and the remaining 751 identities are used for testing. In the official testing protocol 3,368 query images are selected as probe set to find the correct match across 19,732 reference gallery images.

Source: A Survey of Pruning Methods for Efficient Person Re-identification Across Domains Image Source: https://www.researchgate.net/publication/306358716_A_Discriminative_Null_Space_based_Deep_Learning_Approach_for_Person_Re-Identification

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 9 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.

		First row (archive order)	Paper	Code
Person Re-Identification	Market-1501	st-ReID(RE, RK) Rank-1 98.0	Spatial-Temporal Person Re-identification	Wanggcong/Spatial-Temporal-Re-identification +2	135	Compare
Unsupervised Domain Adaptation	Duke to Market	CORE-ReID mAP 84.4	CORE-ReID: Comprehensive Optimization and Refinement...	TrinhQuocNguyen/CORE-ReID	26	Compare
Unsupervised Domain Adaptation	Market to Duke	CORE-ReID mAP 74.8	CORE-ReID: Comprehensive Optimization and Refinement...	TrinhQuocNguyen/CORE-ReID	25	Compare
Unsupervised Person Re-Identification	Market-1501	TransReID-SSL (ViTi-S) MAP 89.6	Self-Supervised Pre-Training for Transformer-Based...	DengpanFu/LUPerson +2	23	Compare
Unsupervised Domain Adaptation	Market to MSMT	CORE-ReID V2 mAP 44.1	CORE-ReID V2: Advancing the Domain Adaptation for Object...	TrinhQuocNguyen/CORE-ReID-v2	17	Compare
Unsupervised Person Re-Identification	DukeMTMC-reID->Market-1501	CORE-ReID Rank-1 93.6	CORE-ReID: Comprehensive Optimization and Refinement...	TrinhQuocNguyen/CORE-ReID	8	Compare
Generalizable Person Re-identification	Market-1501	TransMatcher ClonedPerson->mAP 62.3	TransMatcher: Deep Image Matching Through Transformers...	shengcailiao/QAConv +1	5	Compare
Pose Transfer	Market-1501	Progressive Pose Attention DS 0.74	Progressive Pose Attention Transfer for Person Image Generation	tengteng95/Pose-Transfer +1	3	Compare
Person Re-Identification	DukeMTMC-reID->Market-1501	OGNet Rank-1 41.4	Parameter-Efficient Person Re-identification in the 3D Space	layumi/person-reid-3d	1	Compare

Papers archive 2025-07-28

30 shown of 150 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 873. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	1	2	4 Jul 2025	not harvested
From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization	2	2	2 Mar 2025	not harvested
Unleashing the Potential of Pre-Trained Diffusion Models for Generalizable Person Re-Identification	1	1	10 Feb 2025	not harvested
ReMix: Training Generalized Person Re-identification on a Mixture of Data	0	2	29 Oct 2024	not harvested
Keypoint Promptable Re-Identification	2	2	25 Jul 2024	not harvested
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification	1	4	3 Jun 2024	not harvested
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination	1	3	2 May 2024	not harvested
Unsupervised multi-source domain adaptation for person re-identification via feature fusion and pseudo-label refinement	0	1	15 Jan 2024	not harvested
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification	1	2	17 Nov 2023	ran 5 of 10 samples (5 unverified)
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification	1	5	26 Oct 2023	not harvested
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	0	2	21 Aug 2023	not harvested
PLIP: Language-Image Pre-training for Person Representation Learning	1	1	15 May 2023	ran 0 of 9 samples (9 unverified)
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks	4	2	30 Mar 2023	ran 1 of 2 samples (1 unverified; 1 pointer-only for licence)
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID	1	1	13 Mar 2023	not harvested
UniHCP: A Unified Model for Human-Centric Perceptions	1	1	6 Mar 2023	ran 7 of 13 samples (6 unverified)
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute Recognition	1	1	28 Feb 2023	not harvested
DiP: Learning Discriminative Implicit Parts for Person Re-Identification	1	1	24 Dec 2022	not harvested
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels	2	1	25 Nov 2022	not harvested
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification	1	1	22 Nov 2022	not harvested
Body Part-Based Representation Learning for Occluded Person Re-Identification	3	2	7 Nov 2022	not harvested
Learning Feature Fusion for Unsupervised Domain Adaptive Person Re-identification	1	2	19 May 2022	not harvested
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective	1	2	27 Apr 2022	not harvested
Template-Aware Transformer for Person Reidentification	1	1	1 Apr 2022	not harvested
Large-Scale Pre-training for Person Re-identification with Noisy Labels	2	1	30 Mar 2022	ran 5 of 5 samples (0 unverified; 4 pointer-only for licence)
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification	1	1	28 Mar 2022	ran 4 of 5 samples (1 unverified)
Hybrid Contrastive Learning with Cluster Ensemble for Unsupervised Person Re-identification	0	1	28 Jan 2022	not harvested
Dual Cluster Contrastive learning for Object Re-Identification	1	1	9 Dec 2021	not harvested
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification	3	4	23 Nov 2021	ran 3 of 8 samples (5 unverified; 8 pointer-only for licence)
Learning to Disentangle Scenes for Person Re-identification	1	1	10 Nov 2021	not harvested
Exciting-Inhibition Network for Person Reidentification in Internet of Things	0	1	15 Oct 2021	not harvested

The full list of 150 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Person Re-Identification Unsupervised Domain Adaptation Unsupervised Person Re-Identification Pose Transfer Generalizable Person Re-identification

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

Market-1501
DukeMTMC-reID->Market-1501
Duke to Market
Market to Duke
Market to MSMT

5 variant names, as the archive lists them.

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