Person Re-Identification on CUHK03 labeled

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	Weakly Pre-training (ResNet101+RK)	87.86	Yes	-	-	-
2	LightMBN (w/o ReRank)	87.2	No	Lightweight Multi-Branch Network for Person Re-I...	2021-01-26	Code
3	DiP (without RK)	87	No	DiP: Learning Discriminative Implicit Parts for ...	2022-12-24	Code
4	Top-DB-Net + RK	86.7	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
5	Deep Miner (w/o ReRank)	86.6	No	Deep Miner: A Deep and Multi-branch Network whic...	2021-02-18	Code
6	FPB	85.9	No	FPB: Feature Pyramid Branch for Person Re-Identi...	2021-08-04	Code
7	MPN (without re-ranking)	85	No	Multi-task Learning with Coarse Priors for Robus...	2020-03-18	Code
8	PLR-OSNet	84.6	No	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
9	BDB (ICCV'19)	79.4	No	Batch DropBlock Network for Person Re-identifica...	2018-11-17	Code
10	Top-DB-Net	79.4	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
11	Pyramid (CVPR' 19)	78.9	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
12	Auto-ReID (ICCV'19)	77.9	No	Auto-ReID: Searching for a Part-aware ConvNet fo...	2019-03-23	Code
13	MGN (ACM MM'18)	68	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
14	DaRe+RE (CVPR'18)	66.1	No	Resource Aware Person Re-identification across M...	2018-05-22	Code
15	HA-CNN (CVPR'18)	44.4	No	Harmonious Attention Network for Person Re-Ident...	2018-02-22	Code
16	PAN+re-rank	43.9	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
17	PAN(Zheng et al., [2017a])	36.9	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
18	IDE-R+XQDA	32	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
19	IDE-R	22.2	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
20	IDE-C+XQDA	21.9	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
21	IDE-C	15.6	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-

#1Weakly Pre-training (ResNet101+RK)
87.86
Rank-1· Extra Data
No paper
#2LightMBN (w/o ReRank)SOTA
87.2
Rank-1· 2021-01-26
Lightweight Multi-Branch Network for Person Re-Identification Code
#3DiP (without RK)
87
Rank-1· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification Code
#4Top-DB-Net + RKSOTA
86.7
Rank-1· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#5Deep Miner (w/o ReRank)
86.6
Rank-1· 2021-02-18
Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification Code
#6FPB
85.9
Rank-1· 2021-08-04
FPB: Feature Pyramid Branch for Person Re-Identification Code
#7MPN (without re-ranking)SOTA
85
Rank-1· 2020-03-18
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Code
#8PLR-OSNetSOTA
84.6
Rank-1· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#9BDB (ICCV'19)SOTA
79.4
Rank-1· 2018-11-17
Batch DropBlock Network for Person Re-identification and Beyond Code
#10Top-DB-Net
79.4
Rank-1· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#11Pyramid (CVPR' 19)SOTA
78.9
Rank-1· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#12Auto-ReID (ICCV'19)
77.9
Rank-1· 2019-03-23
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification Code
#13MGN (ACM MM'18)SOTA
68
Rank-1· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#14DaRe+RE (CVPR'18)
66.1
Rank-1· 2018-05-22
Resource Aware Person Re-identification across Multiple Resolutions Code
#15HA-CNN (CVPR'18)SOTA
44.4
Rank-1· 2018-02-22
Harmonious Attention Network for Person Re-Identification Code
#16PAN+re-rankSOTA
43.9
Rank-1· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#17PAN(Zheng et al., [2017a])
36.9
Rank-1· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#18IDE-R+XQDASOTA
32
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#19IDE-R
22.2
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#20IDE-C+XQDA
21.9
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#21IDE-C
15.6
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding