Person Re-Identification on MSMT17

Metric: Rank-5 (higher is better)

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#	Model↕	Rank-5▼	Extra Data	Paper	Date↕	Code
1	PCL-CLIP (L_pcl+L_id)	94.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
2	PCL-CLIP (L_pcl)	94.7	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
3	PCL-CLIP (O2CAP)	92	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
4	CA-Jaccard	90.5	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
5	TMGF	90.2	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
6	PCL-CLIP (CAP)	88.4	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
7	DG-Net	87.4	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
8	PCL-CLIP (CC)	85.2	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
9	CA-Jaccard	84.3	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
10	PPLR	83.5	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
11	Cluster Contrast	71.8	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
12	Group Sampling	67.3	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
13	CACL	61.2	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code

#1PCL-CLIP (L_pcl+L_id)SOTA
94.7
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#2PCL-CLIP (L_pcl)
94.7
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#3PCL-CLIP (O2CAP)
92
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#4CA-Jaccard
90.5
Rank-5· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#5TMGFSOTA
90.2
Rank-5· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#6PCL-CLIP (CAP)
88.4
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#7DG-NetSOTA
87.4
Rank-5· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#8PCL-CLIP (CC)
85.2
Rank-5· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#9CA-Jaccard
84.3
Rank-5· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#10PPLR
83.5
Rank-5· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#11Cluster Contrast
71.8
Rank-5· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#12Group Sampling
67.3
Rank-5· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#13CACL
61.2
Rank-5· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code