ML Research Wiki / Benchmarks / Person Re-Identification / CUHK03

CUHK03

Person Re-Identification Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: MAP

Top Performing Models

Rank	Model	Paper	MAP	Date	Code
1	AlignedReID (RK)	AlignedReID: Surpassing Human-Level Performance in Person Re-Identification	97.80	2017-11-22	📦 huanghoujing/AlignedReID-Re-Production-Pytorch 📦 mindspore-ai/models 📦 h4veFunCodin9/Aligned_ReID
2	Deep Constrained Dominant Sets	Deep Constrained Dominant Sets for Person Re-identification	95.80	2019-04-25	📦 leule/DCDS
3	Proposed SGGNN	Person Re-identification with Deep Similarity-Guided Graph Neural Network	94.30	2018-07-26	-
4	FD-GAN	FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification	92.60	2018-10-06	📦 NVlabs/DG-Net 📦 yxgeee/FD-GAN
5	ProNet++ (ResNet50+RK)	Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	90.60	2023-08-21	-
6	TriNet	In Defense of the Triplet Loss for Person Re-Identification	89.63	2017-03-22	📦 layumi/Person_reID_baseline_pytorch 📦 adambielski/siamese-triplet 📦 OML-Team/open-metric-learning
7	ProNet++	Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	85.20	2023-08-21	-
8	Weakly Supervised Pre-training (ResNet50+BDB)	Large-Scale Pre-training for Person Re-identification with Noisy Labels	84.70	2022-03-30	📦 DengpanFu/LUPerson 📦 dengpanfu/luperson-nl
9	VI+LSRO 3	Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro	84.60	2017-01-26	📦 layumi/Person-reID_GAN 📦 whj363636/Adversarial-attack-on-Person-ReID-With-Deep-Mis-Ranking 📦 AI-NERC-NUPT/PLR-OSNet
10	DLCE	A Discriminatively Learned CNN Embedding for Person Re-identification	83.40	2016-11-17	📦 layumi/2016_person_re-ID 📦 layumi/Person-reID-verification 📦 ahangchen/rank-reid 📦 LDVC124/2016_person_re-ID

All Papers (19)

AlignedReID: Surpassing Human-Level Performance in Person Re-Identification

2017

AlignedReID (RK)

huanghoujing/AlignedReID-Re-Production-Pytorch mindspore-ai/models

Deep Constrained Dominant Sets for Person Re-identification

2019

Deep Constrained Dominant Sets

leule/DCDS

Person Re-identification with Deep Similarity-Guided Graph Neural Network

2018

Proposed SGGNN

FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification

2018

FD-GAN

NVlabs/DG-Net yxgeee/FD-GAN

Rethinking Person Re-identification from a Projection-on-Prototypes Perspective

2023

ProNet++ (ResNet50+RK)

In Defense of the Triplet Loss for Person Re-Identification

2017

TriNet

layumi/Person_reID_baseline_pytorch adambielski/siamese-triplet

Rethinking Person Re-identification from a Projection-on-Prototypes Perspective

2023

ProNet++

Large-Scale Pre-training for Person Re-identification with Noisy Labels

2022

Weakly Supervised Pre-training (ResNet50+BDB)

DengpanFu/LUPerson dengpanfu/luperson-nl

Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro

2017

VI+LSRO 3

layumi/Person-reID_GAN whj363636/Adversarial-attack-on-Person-ReID-With-Deep-Mis-Ranking

A Discriminatively Learned CNN Embedding for Person Re-identification

2016

DLCE

layumi/2016_person_re-ID layumi/Person-reID-verification

UniHCP: A Unified Model for Human-Centric Perceptions

2023

UniHCP (finetune)

opengvlab/unihcp

Unsupervised Pre-training for Person Re-identification

2020

Unsupervised Pre-training (ResNet50+BDB)

DengpanFu/LUPerson

Joint Detection and Identification Feature Learning for Person Search

2016

OIM Loss 45

ShuangLI59/person_search ChrisLee63/person_search

Omni-Scale Feature Learning for Person Re-Identification

2019

OSNet

mikel-brostrom/boxmot KaiyangZhou/deep-person-reid

Joint Discriminative and Generative Learning for Person Re-identification

2019

DG-Net

layumi/Person_reID_baseline_pytorch NVlabs/DG-Net

Adaptively Connected Neural Networks

2019

TriNet + Era + Reranking (ACNet, bs=32)

wanggrun/Adaptively-Connected-Neural-Networks

Re-ranking Person Re-identification with k-reciprocal Encoding

2017

k-reciprocal 46

Unsupervised Tracklet Person Re-Identification

2019

UTAL

liminxian/DukeMTMC-SI-Tracklet

Harmonious Attention Network for Person Re-Identification

2018

HA-CNN

milkplz/keras-frcnn

CUHK03

Performance Over Time

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Top Performing Models

All Papers (19)

AlignedReID: Surpassing Human-Level Performance in Person Re-Identification

Deep Constrained Dominant Sets for Person Re-identification

Person Re-identification with Deep Similarity-Guided Graph Neural Network

FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification

Rethinking Person Re-identification from a Projection-on-Prototypes Perspective

In Defense of the Triplet Loss for Person Re-Identification

Rethinking Person Re-identification from a Projection-on-Prototypes Perspective

Large-Scale Pre-training for Person Re-identification with Noisy Labels

Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro

A Discriminatively Learned CNN Embedding for Person Re-identification

UniHCP: A Unified Model for Human-Centric Perceptions

Unsupervised Pre-training for Person Re-identification

Joint Detection and Identification Feature Learning for Person Search

Omni-Scale Feature Learning for Person Re-Identification

Joint Discriminative and Generative Learning for Person Re-identification

Adaptively Connected Neural Networks

Re-ranking Person Re-identification with k-reciprocal Encoding

Unsupervised Tracklet Person Re-Identification

Harmonious Attention Network for Person Re-Identification

Model	Paper	MAP	Date
AlignedReID (RK)	AlignedReID: Surpassing Human-Level Performance i…	97.80	2017-11-22
Deep Constrained Dominant Sets	Deep Constrained Dominant Sets for Person Re-iden…	95.80	2019-04-25
Proposed SGGNN	Person Re-identification with Deep Similarity-Gui…	94.30	2018-07-26
FD-GAN	FD-GAN: Pose-guided Feature Distilling GAN for Ro…	92.60	2018-10-06
ProNet++ (ResNet50+RK)	Rethinking Person Re-identification from a Projec…	90.60	2023-08-21
TriNet	In Defense of the Triplet Loss for Person Re-Iden…	89.63	2017-03-22
ProNet++	Rethinking Person Re-identification from a Projec…	85.20	2023-08-21
Weakly Supervised Pre-training (ResNet50+BDB)	Large-Scale Pre-training for Person Re-identifica…	84.70	2022-03-30
VI+LSRO 3	Unlabeled Samples Generated by GAN Improve the Pe…	84.60	2017-01-26
DLCE	A Discriminatively Learned CNN Embedding for Pers…	83.40	2016-11-17
UniHCP (finetune)	UniHCP: A Unified Model for Human-Centric Percept…	83.10	2023-03-06
Unsupervised Pre-training (ResNet50+BDB)	Unsupervised Pre-training for Person Re-identific…	81.90	2020-12-07
OIM Loss 45	Joint Detection and Identification Feature Learni…	77.50	2016-04-07
OSNet	Omni-Scale Feature Learning for Person Re-Identif…	67.80	2019-05-02
DG-Net	Joint Discriminative and Generative Learning for …	65.60	2019-04-15
TriNet + Era + Reranking (ACNet, bs=32)	Adaptively Connected Neural Networks	64.80	2019-04-07
k-reciprocal 46	Re-ranking Person Re-identification with k-recipr…	61.60	2017-01-29
UTAL	Unsupervised Tracklet Person Re-Identification	56.30	2019-03-01
HA-CNN	Harmonious Attention Network for Person Re-Identi…	41.70	2018-02-22