Person Re-Identification on CUHK03

Metric: Rank-1 (higher is better)

LeaderboardDataset

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	AlignedReID (RK)	97.8	No	AlignedReID: Surpassing Human-Level Performance ...	2017-11-22	Code
2	Deep Constrained Dominant Sets	95.8	No	Deep Constrained Dominant Sets for Person Re-ide...	2019-04-25	Code
3	FD-GAN	92.6	No	FD-GAN: Pose-guided Feature Distilling GAN for R...	2018-10-06	Code
4	ProNet++ (ResNet50+RK)	90.6	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
5	TriNet	89.63	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
6	ProNet++	85.2	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
7	Weakly Supervised Pre-training (ResNet50+BDB)	84.7	No	Large-Scale Pre-training for Person Re-identific...	2022-03-30	Code
8	VI+LSRO 3	84.6	No	Unlabeled Samples Generated by GAN Improve the P...	2017-01-26	Code
9	DLCE	83.4	No	A Discriminatively Learned CNN Embedding for Per...	2016-11-17	Code
10	Unsupervised Pre-training (ResNet50+BDB)	81.9	No	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
11	OIM Loss 45	77.5	No	Joint Detection and Identification Feature Learn...	2016-04-07	Code
12	DG-Net	65.6	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
13	TriNet + Era + Reranking (ACNet, bs=32)	64.8	No	Adaptively Connected Neural Networks	2019-04-07	Code
14	k-reciprocal 46	61.6	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
15	UTAL	56.3	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code
16	HA-CNN	41.7	No	Harmonious Attention Network for Person Re-Ident...	2018-02-22	Code

#1AlignedReID (RK)SOTA
97.8
Rank-1· 2017-11-22
AlignedReID: Surpassing Human-Level Performance in Person Re-Identification Code
#2Deep Constrained Dominant Sets
95.8
Rank-1· 2019-04-25
Deep Constrained Dominant Sets for Person Re-identification Code
#3FD-GAN
92.6
Rank-1· 2018-10-06
FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification Code
#4ProNet++ (ResNet50+RK)
90.6
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#5TriNetSOTA
89.63
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#6ProNet++
85.2
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#7Weakly Supervised Pre-training (ResNet50+BDB)
84.7
Rank-1· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels Code
#8VI+LSRO 3SOTA
84.6
Rank-1· 2017-01-26
Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro Code
#9DLCESOTA
83.4
Rank-1· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification Code
#10Unsupervised Pre-training (ResNet50+BDB)
81.9
Rank-1· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#11OIM Loss 45SOTA
77.5
Rank-1· 2016-04-07
Joint Detection and Identification Feature Learning for Person Search Code
#12DG-Net
65.6
Rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#13TriNet + Era + Reranking (ACNet, bs=32)
64.8
Rank-1· 2019-04-07
Adaptively Connected Neural Networks Code
#14k-reciprocal 46
61.6
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#15UTAL
56.3
Rank-1· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code
#16HA-CNN
41.7
Rank-1· 2018-02-22
Harmonious Attention Network for Person Re-Identification Code