Person Re-Identification on CUHK03 labeled

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	Weakly Pre-training (ResNet101+RK)	89.29	Yes	-	-	-
2	Top-DB-Net + RK	88.5	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
3	DiP (without RK)	85.7	No	DiP: Learning Discriminative Implicit Parts for ...	2022-12-24	Code
4	LightMBN (w/o ReRank)	85.1	No	Lightweight Multi-Branch Network for Person Re-I...	2021-01-26	Code
5	Deep Miner (w/o ReRank)	84.7	No	Deep Miner: A Deep and Multi-branch Network whic...	2021-02-18	Code
6	FPB	83.8	No	FPB: Feature Pyramid Branch for Person Re-Identi...	2021-08-04	Code
7	MPN (without re-ranking)	81.1	No	Multi-task Learning with Coarse Priors for Robus...	2020-03-18	Code
8	PLR-OSNet	80.5	No	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
9	Pyramid (CVPR' 19)	76.9	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
10	BDB (ICCV'19)	76.7	No	Batch DropBlock Network for Person Re-identifica...	2018-11-17	Code
11	Top-DB-Net	75.4	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
12	Auto-ReID (ICCV'19)	73	No	Auto-ReID: Searching for a Part-aware ConvNet fo...	2019-03-23	Code
13	MGN (ACM MM'18)	67.4	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
14	DaRe+RE (CVPR'18)	61.6	No	Resource Aware Person Re-identification across M...	2018-05-22	Code
15	PAN+re-rank	45.8	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
16	HA-CNN (CVPR'18)	41	No	Harmonious Attention Network for Person Re-Ident...	2018-02-22	Code
17	PAN(Zheng et al., [2017a])	35	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
18	IDE-R+XQDA	29.6	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
19	IDE-R	21	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
20	IDE-C+XQDA	20	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
21	IDE-C	14.9	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-

#1Weakly Pre-training (ResNet101+RK)
89.29
MAP· Extra Data
No paper
#2Top-DB-Net + RKSOTA
88.5
MAP· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#3DiP (without RK)
85.7
MAP· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification Code
#4LightMBN (w/o ReRank)
85.1
MAP· 2021-01-26
Lightweight Multi-Branch Network for Person Re-Identification Code
#5Deep Miner (w/o ReRank)
84.7
MAP· 2021-02-18
Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification Code
#6FPB
83.8
MAP· 2021-08-04
FPB: Feature Pyramid Branch for Person Re-Identification Code
#7MPN (without re-ranking)SOTA
81.1
MAP· 2020-03-18
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Code
#8PLR-OSNetSOTA
80.5
MAP· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#9Pyramid (CVPR' 19)SOTA
76.9
MAP· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#10BDB (ICCV'19)
76.7
MAP· 2018-11-17
Batch DropBlock Network for Person Re-identification and Beyond Code
#11Top-DB-Net
75.4
MAP· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#12Auto-ReID (ICCV'19)
73
MAP· 2019-03-23
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification Code
#13MGN (ACM MM'18)SOTA
67.4
MAP· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#14DaRe+RE (CVPR'18)
61.6
MAP· 2018-05-22
Resource Aware Person Re-identification across Multiple Resolutions Code
#15PAN+re-rankSOTA
45.8
MAP· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#16HA-CNN (CVPR'18)
41
MAP· 2018-02-22
Harmonious Attention Network for Person Re-Identification Code
#17PAN(Zheng et al., [2017a])
35
MAP· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#18IDE-R+XQDASOTA
29.6
MAP· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#19IDE-R
21
MAP· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#20IDE-C+XQDA
20
MAP· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#21IDE-C
14.9
MAP· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding