Person Re-Identification on DukeMTMC-reID

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	DenseIL	97.1	No	Dense Interaction Learning for Video-based Perso...	2021-03-16	-
2	CTL Model (ResNet50, 256x128)	96.1	No	On the Unreasonable Effectiveness of Centroids i...	2021-04-28	Code
3	BPBreID (RK)	92.9	No	Body Part-Based Representation Learning for Occl...	2022-11-07	Code
4	Unsupervised Pre-training (ResNet101+RK)	92.77	Yes	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
5	st-ReID(RE, RK,Cam)	92.7	No	Spatial-Temporal Person Re-identification	2018-12-08	Code
6	RGT&RGPR (RK)	92.7	Yes	Eliminate Deviation with Deviation for Data Augm...	2021-01-21	Code
7	Viewpoint-Aware Loss(RK)	91.8	Yes	Viewpoint-Aware Loss with Angular Regularization...	2019-12-03	Code
8	LDS (ResNet50 + RK)	91	No	Learning to Disentangle Scenes for Person Re-ide...	2021-11-10	Code
9	FlipReID (with re-ranking)	90.7	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
10	Adaptive L2 Regularization (with re-ranking)	90.7	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
11	DAAF-BoT(RK)	89.6	No	Deep Attention Aware Feature Learning for Person...	2020-03-01	Code
12	RPTM	89.2	No	Relation Preserving Triplet Mining for Stabilisi...	2021-10-15	Code
13	Auto-ReID(RK)	89.2	No	Auto-ReID: Searching for a Part-aware ConvNet fo...	2019-03-23	Code
14	BoT Baseline(RK)	89.1	No	Bag of Tricks and A Strong Baseline for Deep Per...	2019-03-17	Code
15	st-ReID+InSTD	89.1	No	Learning Instance-level Spatial-Temporal Pattern...	2021-07-31	Code
16	Top-DB-Net + RK	88.6	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
17	DG-Net(RK)	88.31	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
18	PyrNet (+ReRank)	87.7	No	-	-	Code
19	Deep Constrained Dominant Sets	86.1	No	Deep Constrained Dominant Sets for Person Re-ide...	2019-04-25	Code
20	Parameter-Free Spatial Attention	85.9	No	Parameter-Free Spatial Attention Network for Per...	2018-11-29	Code
21	DiP (without RK)	85.2	No	DiP: Learning Discriminative Implicit Parts for ...	2022-12-24	Code
22	CLIP-ReID Baseline+UFFM+AMC	85	No	Enhancing person re-identification via Uncertain...	2024-05-02	Code
23	Weakly Supervised Pre-training (ResNet50+MGN)	84.3	No	Large-Scale Pre-training for Person Re-identific...	2022-03-30	Code
24	BPBreID	84.2	No	Body Part-Based Representation Learning for Occl...	2022-11-07	Code
25	Unsupervised Pre-training (ResNet101+MGN)	84.1	No	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
26	SSP-ReID (RR)	83.7	No	Improved Person Re-Identification Based on Salie...	2018-07-15	Code
27	MBNET	83.58	No	-	-	Code
28	CLIP-ReID (without re-ranking)	83.1	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code
29	FPB	82.9	No	FPB: Feature Pyramid Branch for Person Re-Identi...	2021-08-04	Code
30	TAT	82.5	No	-	-	Code
31	TransReID (w/o RK)	82.1	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
32	MPN (without re-ranking)	82	No	Multi-task Learning with Coarse Priors for Robus...	2020-03-18	Code
33	Cluster-level Alignment (Resnet50 w/o RK)	81.84	No	Cluster-level Feature Alignment for Person Re-id...	2020-08-15	Code
34	Deep Miner (w/o ReRank)	81.8	No	Deep Miner: A Deep and Multi-branch Network whic...	2021-02-18	Code
35	PLIP-RN50-MGN	81.7	No	PLIP: Language-Image Pre-training for Person Rep...	2023-05-15	Code
36	FlipReID (without re-ranking)	81.5	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
37	APNet-C	81.5	No	Person Re-identification via Attention Pyramid	2021-08-11	Code
38	CACENET (ResNet50 w/o RK)	81.29	No	Devil's in the Details: Aligning Visual Clues fo...	2020-09-11	Code
39	PLR-OSNet	81.2	No	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
40	Adaptive L2 Regularization (without re-ranking)	81	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
41	CAL	80.5	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code
42	Compact-ReID (6.4M w/o RK)	80.3	No	Compact Network Training for Person ReID	2019-10-15	-
43	ISP	80	No	Identity-Guided Human Semantic Parsing for Perso...	2020-07-27	Code
44	DaRe(De)+RE+RR [wang2018resource]	80	No	Resource Aware Person Re-identification across M...	2018-05-22	Code
45	ReMix	79.8	Yes	ReMix: Training Generalized Person Re-identifica...	2024-10-29	-
46	PSE+ ECN (rank-dist)	79.8	No	A Pose-Sensitive Embedding for Person Re-Identif...	2017-11-28	Code
47	IS-GAN	79.5	No	Learning Disentangled Representation for Robust ...	2019-10-26	Code
48	+ Re-weighting	79.1	No	Explainable Person Re-Identification with Attrib...	2021-03-02	Code
49	ReID strong baseline (IBN-Net50-a)	79.1	No	A Strong Baseline and Batch Normalization Neck f...	2019-06-19	Code
50	Pyramid (CVPR'19)	79	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
51	Compact-ReID (2.9M w/o RK)	78.9	No	Compact Network Training for Person ReID	2019-10-15	-
52	GPS (without re-ranking)	78.7	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
53	ABD-Net (ResNet-50)	78.59	No	ABD-Net: Attentive but Diverse Person Re-Identif...	2019-08-03	Code
54	MGN	78.4	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
55	DAAF-BoT	77.9	No	Deep Attention Aware Feature Learning for Person...	2020-03-01	Code
56	CAP	76	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
57	DG-Net	74.8	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
58	Bias-controlled Adversarial Training	74.8	No	Person Re-identification with Bias-controlled Ad...	2019-03-30	-
59	HPM	74.3	No	Horizontal Pyramid Matching for Person Re-identi...	2018-04-14	Code
60	PyrNet	74	No	-	-	Code
61	OSNet (ICCV'19)	73.5	No	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
62	Top-DB-Net	73.5	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
63	P2-Net (triplet loss)	73.1	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
64	CBN+BoT*	70.1	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
65	PCB (RPP)	69.2	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
66	SSP-ReID	68.6	No	Improved Person Re-Identification Based on Salie...	2018-07-15	Code
67	Proposed SGGNN	68.2	No	Person Re-identification with Deep Similarity-Gu...	2018-07-26	-
68	CBN	67.3	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
69	PAN + re-rank	66.74	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
70	PCB (UP)	66.1	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
71	FD-GAN	64.5	No	FD-GAN: Pose-guided Feature Distilling GAN for R...	2018-10-06	Code
72	SVDNet + Random Erasing	62.4	No	Random Erasing Data Augmentation	2017-08-16	Code
73	Incremental Learning	60.2	No	Incremental Learning in Person Re-Identification	2018-08-20	Code
74	OGNet	57.89	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code
75	IDE* + CamStyle + Random Erasing	57.61	No	Camera Style Adaptation for Person Re-identifica...	2017-11-28	Code
76	SVDNet	56.8	No	SVDNet for Pedestrian Retrieval	2017-03-16	-
77	TriNet + Random Erasing	56.6	No	Random Erasing Data Augmentation	2017-08-16	Code
78	TriNet	53.5	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
79	APR	51.88	No	Improving Person Re-identification by Attribute ...	2017-03-21	Code
80	IDE*	51.83	No	Camera Style Adaptation for Person Re-identifica...	2017-11-28	Code
81	PAN	51.51	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
82	DLCE	49.3	No	A Discriminatively Learned CNN Embedding for Per...	2016-11-17	Code
83	ShuffleNetV2 [zhang2018shufflenet]	48.09	No	ShuffleNet: An Extremely Efficient Convolutional...	2017-07-04	Code
84	MAR	48	No	Unsupervised Person Re-identification by Soft Mu...	2019-03-15	Code
85	OIM	47.4	No	Joint Detection and Identification Feature Learn...	2016-04-07	Code
86	GAN	47.13	No	Unlabeled Samples Generated by GAN Improve the P...	2017-01-26	Code
87	IDE	44.99	No	Person Re-identification: Past, Present and Future	2016-10-10	-
88	UTAL	44.6	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code
89	PointNet++ (MSG) [qi2017pointnet++]	39.36	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
90	Dispersion based Clustering	30	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
91	SPGAN+LMP*	26.2	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
92	LOMO + XQDA	17.04	No	Person Re-identification by Local Maximal Occurr...	2014-06-17	Code
93	PUL*	16.4	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code
94	BOW	12.17	No	-	-	-

#1DenseILSOTA
97.1
mAP· 2021-03-16
Dense Interaction Learning for Video-based Person Re-identification
#2CTL Model (ResNet50, 256x128)
96.1
mAP· 2021-04-28
On the Unreasonable Effectiveness of Centroids in Image Retrieval Code
#3BPBreID (RK)
92.9
mAP· 2022-11-07
Body Part-Based Representation Learning for Occluded Person Re-Identification Code
#4Unsupervised Pre-training (ResNet101+RK)SOTA
92.77
mAP· Extra Data· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#5st-ReID(RE, RK,Cam)SOTA
92.7
mAP· 2018-12-08
Spatial-Temporal Person Re-identification Code
#6RGT&RGPR (RK)
92.7
mAP· Extra Data· 2021-01-21
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method Code
#7Viewpoint-Aware Loss(RK)
91.8
mAP· Extra Data· 2019-12-03
Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification Code
#8LDS (ResNet50 + RK)
91
mAP· 2021-11-10
Learning to Disentangle Scenes for Person Re-identification Code
#9FlipReID (with re-ranking)
90.7
mAP· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#10Adaptive L2 Regularization (with re-ranking)
90.7
mAP· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#11DAAF-BoT(RK)
89.6
mAP· 2020-03-01
Deep Attention Aware Feature Learning for Person Re-Identification Code
#12RPTM
89.2
mAP· 2021-10-15
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems Code
#13Auto-ReID(RK)
89.2
mAP· 2019-03-23
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification Code
#14BoT Baseline(RK)
89.1
mAP· 2019-03-17
Bag of Tricks and A Strong Baseline for Deep Person Re-identification Code
#15st-ReID+InSTD
89.1
mAP· 2021-07-31
Learning Instance-level Spatial-Temporal Patterns for Person Re-identification Code
#16Top-DB-Net + RK
88.6
mAP· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#17DG-Net(RK)
88.31
mAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#18PyrNet (+ReRank)
87.7
mAP
No paperCode
#19Deep Constrained Dominant Sets
86.1
mAP· 2019-04-25
Deep Constrained Dominant Sets for Person Re-identification Code
#20Parameter-Free Spatial AttentionSOTA
85.9
mAP· 2018-11-29
Parameter-Free Spatial Attention Network for Person Re-Identification Code
#21DiP (without RK)
85.2
mAP· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification Code
#22CLIP-ReID Baseline+UFFM+AMC
85
mAP· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#23Weakly Supervised Pre-training (ResNet50+MGN)
84.3
mAP· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels Code
#24BPBreID
84.2
mAP· 2022-11-07
Body Part-Based Representation Learning for Occluded Person Re-Identification Code
#25Unsupervised Pre-training (ResNet101+MGN)
84.1
mAP· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#26SSP-ReID (RR)SOTA
83.7
mAP· 2018-07-15
Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models Code
#27MBNET
83.58
mAP
No paperCode
#28CLIP-ReID (without re-ranking)
83.1
mAP· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code
#29FPB
82.9
mAP· 2021-08-04
FPB: Feature Pyramid Branch for Person Re-Identification Code
#30TAT
82.5
mAP
No paperCode
#31TransReID (w/o RK)
82.1
mAP· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#32MPN (without re-ranking)
82
mAP· 2020-03-18
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Code
#33Cluster-level Alignment (Resnet50 w/o RK)
81.84
mAP· 2020-08-15
Cluster-level Feature Alignment for Person Re-identification Code
#34Deep Miner (w/o ReRank)
81.8
mAP· 2021-02-18
Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification Code
#35PLIP-RN50-MGN
81.7
mAP· 2023-05-15
PLIP: Language-Image Pre-training for Person Representation Learning Code
#36FlipReID (without re-ranking)
81.5
mAP· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#37APNet-C
81.5
mAP· 2021-08-11
Person Re-identification via Attention Pyramid Code
#38CACENET (ResNet50 w/o RK)
81.29
mAP· 2020-09-11
Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification Code
#39PLR-OSNet
81.2
mAP· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#40Adaptive L2 Regularization (without re-ranking)
81
mAP· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#41CAL
80.5
mAP· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code
#42Compact-ReID (6.4M w/o RK)
80.3
mAP· 2019-10-15
Compact Network Training for Person ReID
#43ISP
80
mAP· 2020-07-27
Identity-Guided Human Semantic Parsing for Person Re-Identification Code
#44DaRe(De)+RE+RR [wang2018resource]SOTA
80
mAP· 2018-05-22
Resource Aware Person Re-identification across Multiple Resolutions Code
#45ReMix
79.8
mAP· Extra Data· 2024-10-29
ReMix: Training Generalized Person Re-identification on a Mixture of Data
#46PSE+ ECN (rank-dist)SOTA
79.8
mAP· 2017-11-28
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking Code
#47IS-GAN
79.5
mAP· 2019-10-26
Learning Disentangled Representation for Robust Person Re-identification Code
#48+ Re-weighting
79.1
mAP· 2021-03-02
Explainable Person Re-Identification with Attribute-guided Metric Distillation Code
#49ReID strong baseline (IBN-Net50-a)
79.1
mAP· 2019-06-19
A Strong Baseline and Batch Normalization Neck for Deep Person Re-identification Code
#50Pyramid (CVPR'19)
79
mAP· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#51Compact-ReID (2.9M w/o RK)
78.9
mAP· 2019-10-15
Compact Network Training for Person ReID
#52GPS (without re-ranking)
78.7
mAP· 2021-04-14
Graph-based Person Signature for Person Re-Identifications Code
#53ABD-Net (ResNet-50)
78.59
mAP· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification Code
#54MGN
78.4
mAP· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#55DAAF-BoT
77.9
mAP· 2020-03-01
Deep Attention Aware Feature Learning for Person Re-Identification Code
#56CAP
76
mAP· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#57DG-Net
74.8
mAP· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#58Bias-controlled Adversarial Training
74.8
mAP· 2019-03-30
Person Re-identification with Bias-controlled Adversarial Training
#59HPM
74.3
mAP· 2018-04-14
Horizontal Pyramid Matching for Person Re-identification Code
#60PyrNet
74
mAP
No paperCode
#61OSNet (ICCV'19)
73.5
mAP· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#62Top-DB-Net
73.5
mAP· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#63P2-Net (triplet loss)
73.1
mAP· 2019-10-22
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification Code
#64CBN+BoT*
70.1
mAP· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#65PCB (RPP)SOTA
69.2
mAP· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#66SSP-ReID
68.6
mAP· 2018-07-15
Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models Code
#67Proposed SGGNN
68.2
mAP· 2018-07-26
Person Re-identification with Deep Similarity-Guided Graph Neural Network
#68CBN
67.3
mAP· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#69PAN + re-rankSOTA
66.74
mAP· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#70PCB (UP)
66.1
mAP· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#71FD-GAN
64.5
mAP· 2018-10-06
FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification Code
#72SVDNet + Random Erasing
62.4
mAP· 2017-08-16
Random Erasing Data Augmentation Code
#73Incremental Learning
60.2
mAP· 2018-08-20
Incremental Learning in Person Re-Identification Code
#74OGNet
57.89
mAP· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code
#75IDE* + CamStyle + Random Erasing
57.61
mAP· 2017-11-28
Camera Style Adaptation for Person Re-identification Code
#76SVDNetSOTA
56.8
mAP· 2017-03-16
SVDNet for Pedestrian Retrieval
#77TriNet + Random Erasing
56.6
mAP· 2017-08-16
Random Erasing Data Augmentation Code
#78TriNet
53.5
mAP· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#79APR
51.88
mAP· 2017-03-21
Improving Person Re-identification by Attribute and Identity Learning Code
#80IDE*
51.83
mAP· 2017-11-28
Camera Style Adaptation for Person Re-identification Code
#81PAN
51.51
mAP· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#82DLCESOTA
49.3
mAP· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification Code
#83ShuffleNetV2 [zhang2018shufflenet]
48.09
mAP· 2017-07-04
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Code
#84MAR
48
mAP· 2019-03-15
Unsupervised Person Re-identification by Soft Multilabel Learning Code
#85OIMSOTA
47.4
mAP· 2016-04-07
Joint Detection and Identification Feature Learning for Person Search Code
#86GAN
47.13
mAP· 2017-01-26
Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro Code
#87IDE
44.99
mAP· 2016-10-10
Person Re-identification: Past, Present and Future
#88UTAL
44.6
mAP· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code
#89PointNet++ (MSG) [qi2017pointnet++]
39.36
mAP· 2017-06-07
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space Code
#90Dispersion based Clustering
30
mAP· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#91SPGAN+LMP*
26.2
mAP· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#92LOMO + XQDASOTA
17.04
mAP· 2014-06-17
Person Re-identification by Local Maximal Occurrence Representation and Metric Learning Code
#93PUL*
16.4
mAP· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code
#94BOW
12.17
mAP
No paper