Person Re-Identification on Market-1501

Metric: Rank-5 (higher is better)

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	st-ReID(RE, RK)	98.9	Yes	Spatial-Temporal Person Re-identification	2018-12-08	Code
2	PCL-CLIP (L_pcl)	98.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
3	PCL-CLIP (L_pcl+L_id)	98.5	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	Dual Cluster Contrastive	98.5	No	Dual Cluster Contrastive learning for Object Re-...	2021-12-09	Code
5	GPS (without re-ranking)	98.4	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
6	Viewpoint-Aware Loss(RK)	98.31	No	Viewpoint-Aware Loss with Angular Regularization...	2019-12-03	Code
7	Deep Constrained Dominant Sets (RK)	98.3	No	Deep Constrained Dominant Sets for Person Re-ide...	2019-04-25	Code
8	P2-Net (triplet loss)	98.2	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
9	CA-Jaccard	98.1	Yes	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
10	TMGF	98	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
11	PCL-CLIP (O2CAP)	98	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
12	CBN+BoT*	97.9	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
13	CA-Jaccard	97.9	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
14	PCL-CLIP (CC)	97.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
15	PPLR	97.8	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
16	PCL-CLIP (CAP)	97.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
17	HHCL(ResNet50 w/o RK)	97.7	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
18	ICE	97.6	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
19	CAP	97.5	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
20	CACL	97.4	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
21	Cluster Contrast	97.2	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
22	CBN	97.1	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
23	Group Sampling	96.6	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
24	CAP	96.3	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
25	IICS	95.2	No	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
26	SpCL	95.2	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
27	Self-Similarity Grouping (one shot)	95.2	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
28	TriNet	94.21	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
29	TriNet (RK)	93.38	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
30	LuNet	92.34	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
31	LuNet (RK)	91.89	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
32	ECN	87.6	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
33	Dispersion based Clustering	83	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
34	Dispersion based Clustering	83	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
35	MAR	81.9	No	Unsupervised Person Re-identification by Soft Mu...	2019-03-15	Code
36	SPGAN+LMP	75.8	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
37	PUL	60.7	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code