Person Re-Identification on MSMT17

Metric: Rank-10 (higher is better)

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#	Model↕	Rank-10▼	Extra Data	Paper	Date↕	Code
1	PCL-CLIP (L_pcl+L_id)	96	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
2	PCL-CLIP (L_pcl)	95.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
3	PCL-CLIP (O2CAP)	94	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	TMGF	92.1	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
5	PCL-CLIP (CAP)	91.1	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
6	DG-Net	90.5	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
7	CA-Jaccard	87.3	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
8	PCL-CLIP (CC)	87.2	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
9	PPLR	86.5	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
10	Cluster Contrast	76.7	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
11	Group Sampling	71.5	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
12	CACL	66.4	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code

#1PCL-CLIP (L_pcl+L_id)SOTA
96
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#2PCL-CLIP (L_pcl)
95.8
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#3PCL-CLIP (O2CAP)
94
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#4TMGFSOTA
92.1
Rank-10· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#5PCL-CLIP (CAP)
91.1
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#6DG-NetSOTA
90.5
Rank-10· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#7CA-Jaccard
87.3
Rank-10· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#8PCL-CLIP (CC)
87.2
Rank-10· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#9PPLR
86.5
Rank-10· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#10Cluster Contrast
76.7
Rank-10· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#11Group Sampling
71.5
Rank-10· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#12CACL
66.4
Rank-10· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code