Person Re-Identification on Market-1501

Metric: Rank-10 (higher is better)

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#	Model↕	Rank-10▼	Extra Data	Paper	Date↕	Code
1	TMGF	98.7	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
2	PCL-CLIP (O2CAP)	98.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
3	PCL-CLIP (CC)	98.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	CA-Jaccard	98.7	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
5	PPLR	98.6	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
6	PCL-CLIP (CAP)	98.5	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
7	HHCL(ResNet50 w/o RK)	98.5	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
8	CACL	98.5	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
9	ICE	98.4	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
10	Cluster Contrast	98	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
11	Group Sampling	97.8	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
12	CAP	97.7	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
13	IICS	97	No	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
14	SpCL	96.9	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
15	Self-Similarity Grouping (one shot)	96.8	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
16	ECN	91.6	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
17	Dispersion based Clustering	87.8	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
18	SPGAN+LMP	82.4	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
19	PUL	66.7	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1TMGFSOTA
98.7
Rank-10· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#2PCL-CLIP (O2CAP)
98.7
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#3PCL-CLIP (CC)
98.7
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#4CA-Jaccard
98.7
Rank-10· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#5PPLRSOTA
98.6
Rank-10· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#6PCL-CLIP (CAP)
98.5
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#7HHCL(ResNet50 w/o RK)
98.5
Rank-10· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#8CACLSOTA
98.5
Rank-10· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#9ICESOTA
98.4
Rank-10· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#10Cluster ContrastSOTA
98
Rank-10· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#11Group Sampling
97.8
Rank-10· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#12CAPSOTA
97.7
Rank-10· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#13IICS
97
Rank-10· 2021-03-22
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Code
#14SpCLSOTA
96.9
Rank-10· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#15Self-Similarity Grouping (one shot)SOTA
96.8
Rank-10· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#16ECN
91.6
Rank-10· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#17Dispersion based Clustering
87.8
Rank-10· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#18SPGAN+LMPSOTA
82.4
Rank-10· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#19PULSOTA
66.7
Rank-10· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code