Person Re-Identification on CUHK03

Metric: MAP (higher is better)

LeaderboardDataset

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Results

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	Proposed SGGNN	94.3	No	Person Re-identification with Deep Similarity-Gu...	2018-07-26	-
2	ProNet++ (ResNet50+RK)	91.9	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
3	FD-GAN	91.3	No	FD-GAN: Pose-guided Feature Distilling GAN for R...	2018-10-06	Code
4	VI+LSRO 3	87.4	No	Unlabeled Samples Generated by GAN Improve the P...	2017-01-26	Code
5	DLCE	86.4	No	A Discriminatively Learned CNN Embedding for Per...	2016-11-17	Code
6	UniHCP (finetune)	83.1	No	UniHCP: A Unified Model for Human-Centric Percep...	2023-03-06	Code
7	ProNet++	82.7	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
8	Weakly Supervised Pre-training (ResNet50+BDB)	82.3	No	Large-Scale Pre-training for Person Re-identific...	2022-03-30	Code
9	Unsupervised Pre-training (ResNet50+BDB)	79.6	No	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
10	OIM Loss 45	72.5	No	Joint Detection and Identification Feature Learn...	2016-04-07	Code
11	OSNet	67.8	No	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
12	k-reciprocal 46	67.6	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
13	DG-Net	61.1	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
14	UTAL	42.3	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code
15	HA-CNN	38.6	No	Harmonious Attention Network for Person Re-Ident...	2018-02-22	Code

#1Proposed SGGNNSOTA
94.3
MAP· 2018-07-26
Person Re-identification with Deep Similarity-Guided Graph Neural Network
#2ProNet++ (ResNet50+RK)
91.9
MAP· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#3FD-GAN
91.3
MAP· 2018-10-06
FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification Code
#4VI+LSRO 3SOTA
87.4
MAP· 2017-01-26
Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro Code
#5DLCESOTA
86.4
MAP· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification Code
#6UniHCP (finetune)
83.1
MAP· 2023-03-06
UniHCP: A Unified Model for Human-Centric Perceptions Code
#7ProNet++
82.7
MAP· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#8Weakly Supervised Pre-training (ResNet50+BDB)
82.3
MAP· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels Code
#9Unsupervised Pre-training (ResNet50+BDB)
79.6
MAP· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#10OIM Loss 45SOTA
72.5
MAP· 2016-04-07
Joint Detection and Identification Feature Learning for Person Search Code
#11OSNet
67.8
MAP· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#12k-reciprocal 46
67.6
MAP· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#13DG-Net
61.1
MAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#14UTAL
42.3
MAP· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code
#15HA-CNN
38.6
MAP· 2018-02-22
Harmonious Attention Network for Person Re-Identification Code