Person Re-Identification on DukeMTMC-reID

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	TMGF	76.8	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
2	VAL-PAT	74.9	No	Learning Transferable Pedestrian Representation ...	2023-04-12	Code
3	HHCL(ResNet50 w/o RK)	73.3	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
4	ICE	69.9	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
5	CACL	69.6	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
6	Group Sampling	69.1	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
7	CAP	67.3	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
8	SpCL	65.3	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
9	Self-Similarity Grouping (one shot)	55.9	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
10	ECN	40.4	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
11	SPGAN+LMP	26.2	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
12	PUL	16.4	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code

#1TMGFSOTA
76.8
MAP· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#2VAL-PAT
74.9
MAP· 2023-04-12
Learning Transferable Pedestrian Representation from Multimodal Information Supervision Code
#3HHCL(ResNet50 w/o RK)SOTA
73.3
MAP· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#4ICESOTA
69.9
MAP· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#5CACL
69.6
MAP· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#6Group Sampling
69.1
MAP· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#7CAPSOTA
67.3
MAP· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#8SpCLSOTA
65.3
MAP· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#9Self-Similarity Grouping (one shot)SOTA
55.9
MAP· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#10ECN
40.4
MAP· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#11SPGAN+LMPSOTA
26.2
MAP· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#12PULSOTA
16.4
MAP· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code