Person Re-Identification on Market-1501

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	TransReID-SSL (ViTi-S)	89.6	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
2	TMGF	89.5	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
3	PCL-CLIP (O2CAP)	88.4	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	TransReID-SSL (ViT-S)	88.2	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
5	PCL-CLIP (CAP)	87.4	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
6	PCL-CLIP (CC)	86.9	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
7	CA-Jaccard	86.1	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
8	PPLR	84.4	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
9	HHCL(ResNet50 w/o RK)	84.2	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
10	Cluster Contrast	83	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
11	ICE	82.3	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
12	CACL	80.9	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
13	MGCE-HCL	79.6	No	Hybrid Contrastive Learning with Cluster Ensembl...	2022-01-28	-
14	Group Sampling	79.2	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
15	CAP	79.2	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
16	IICS	72.9	No	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
17	SpCL	72.6	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
18	Self-Similarity Grouping (one shot)	71.5	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
19	ECN	43	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
20	Dispersion based Clustering	41.3	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
21	SPGAN+LMP	26.7	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
22	PUL	20.5	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1TransReID-SSL (ViTi-S)SOTA
89.6
MAP· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#2TMGF
89.5
MAP· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#3PCL-CLIP (O2CAP)
88.4
MAP· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#4TransReID-SSL (ViT-S)
88.2
MAP· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#5PCL-CLIP (CAP)
87.4
MAP· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#6PCL-CLIP (CC)
86.9
MAP· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#7CA-Jaccard
86.1
MAP· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#8PPLR
84.4
MAP· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#9HHCL(ResNet50 w/o RK)SOTA
84.2
MAP· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#10Cluster ContrastSOTA
83
MAP· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#11ICE
82.3
MAP· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#12CACL
80.9
MAP· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#13MGCE-HCL
79.6
MAP· 2022-01-28
Hybrid Contrastive Learning with Cluster Ensemble for Unsupervised Person Re-identification
#14Group Sampling
79.2
MAP· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#15CAPSOTA
79.2
MAP· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#16IICS
72.9
MAP· 2021-03-22
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Code
#17SpCLSOTA
72.6
MAP· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#18Self-Similarity Grouping (one shot)SOTA
71.5
MAP· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#19ECN
43
MAP· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#20Dispersion based Clustering
41.3
MAP· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#21SPGAN+LMPSOTA
26.7
MAP· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#22PULSOTA
20.5
MAP· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code