Person Re-Identification on Market-1501

Metric: Rank-1 (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	st-ReID(RE, RK)	98	Yes	Spatial-Temporal Person Re-identification	2018-12-08	Code
2	SSKD(GH)	97.36	No	Semi-Supervised Domain Generalizable Person Re-I...	2021-08-11	Code
3	CLIP-ReID+Pose2ID (no RK)	97.3	No	From Poses to Identity: Training-Free Person Re-...	2025-03-02	Code
4	SOLIDER +UFFM+AMC	97	No	Enhancing person re-identification via Uncertain...	2024-05-02	Code
5	Unsupervised Pre-training (ResNet101+MGN)	97	No	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
6	RGT&RGPR (RK)	96.9	No	Eliminate Deviation with Deviation for Data Augm...	2021-01-21	Code
7	SOLIDER	96.9	No	Beyond Appearance: a Semantic Controllable Self-...	2023-03-30	Code
8	LightMBN (RR)	96.8	No	Lightweight Multi-Branch Network for Person Re-I...	2021-01-26	Code
9	Viewpoint-Aware Loss(RK)	96.79	No	Viewpoint-Aware Loss with Angular Regularization...	2019-12-03	Code
10	SOLIDER (RK)	96.7	No	Beyond Appearance: a Semantic Controllable Self-...	2023-03-30	Code
11	TransReID-SSL (ViT-B w/o RK)	96.7	No	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
12	KPR + SOLIDER (no RK)	96.62	No	Keypoint Promptable Re-Identification	2024-07-25	Code
13	Weakly Supervised Pre-training (ResNet50+MGN)	96.6	No	Large-Scale Pre-training for Person Re-identific...	2022-03-30	Code
14	BPBreID (RK)	96.4	No	Body Part-Based Representation Learning for Occl...	2022-11-07	Code
15	ProNet++ (ResNet50+RK)	96.4	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
16	DAAF-BoT(RK)	96.4	No	Deep Attention Aware Feature Learning for Person...	2020-03-01	Code
17	MPN* (without re-ranking)	96.4	No	Multi-task Learning with Coarse Priors for Robus...	2020-03-18	Code
18	LightMBN (w/o ReRank)	96.3	No	Lightweight Multi-Branch Network for Person Re-I...	2021-01-26	Code
19	CA-Jaccard	96.2	Yes	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
20	BoT+UFFM+AMC	96.2	No	Enhancing person re-identification via Uncertain...	2024-05-02	Code
21	APNet-C	96.2	No	Person Re-identification via Attention Pyramid	2021-08-11	Code
22	ReMix	96.2	No	ReMix: Training Generalized Person Re-identifica...	2024-10-29	-
23	Compact-ReID (6.4M w/o RK)	96.2	No	Compact Network Training for Person ReID	2019-10-15	-
24	Compact-ReID	96.2	No	Compact Network Training for Person ReID	2019-10-15	-
25	LDS (ResNet50 + RK)	96.17	No	Learning to Disentangle Scenes for Person Re-ide...	2021-11-10	Code
26	GNN-Reranking	96.11	No	Understanding Image Retrieval Re-Ranking: A Grap...	2020-12-14	Code
27	PyrNet (multi-shot+ReRank)	96.1	No	-	-	Code
28	CLIP-ReID Baseline +UFFM+AMC	96.1	Yes	Enhancing person re-identification via Uncertain...	2024-05-02	Code
29	PCL-CLIP (L_pcl)	96.1	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
30	FPB	96.1	No	FPB: Feature Pyramid Branch for Person Re-Identi...	2021-08-04	Code
31	+ Re-weighting	96.1	No	Explainable Person Re-Identification with Attrib...	2021-03-02	Code
32	MGN + CircleLoss(ours)	96.1	No	Circle Loss: A Unified Perspective of Pair Simil...	2020-02-25	Code
33	Adaptive L2 Regularization (with re-ranking)	96	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
34	ProNet++	96	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
35	CACENET (Resnet50 without RR)	95.96	No	Devil's in the Details: Aligning Visual Clues fo...	2020-09-11	Code
36	PCL-CLIP (L_pcl+L_id)	95.9	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
37	KPR	95.9	No	Keypoint Promptable Re-Identification	2024-07-25	Code
38	FlipReID (with re-ranking)	95.8	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
39	DiP (without RK)	95.8	No	DiP: Learning Discriminative Implicit Parts for ...	2022-12-24	Code
40	TAT	95.8	No	-	-	Code
41	Compact-ReID (2.9M w/o RK)	95.8	No	Compact Network Training for Person ReID	2019-10-15	-
42	Deep Miner (w/o ReRank)	95.7	No	Deep Miner: A Deep and Multi-branch Network whic...	2021-02-18	Code
43	Cluster-level Alignment (Resnet50 w/o RK)	95.7	No	Cluster-level Feature Alignment for Person Re-id...	2020-08-15	Code
44	BPBreID	95.7	No	Body Part-Based Representation Learning for Occl...	2022-11-07	Code
45	GiT	95.7	No	GiT: Graph Interactive Transformer for Vehicle R...	2021-07-12	-
46	Pyramid (CVPR'19)	95.7	No	Pyramidal Person Re-IDentification via Multi-Los...	2018-10-29	Code
47	MGN	95.7	No	Learning Discriminative Features with Multiple G...	2018-04-04	Code
48	EI-Net	95.64	No	-	-	-
49	PLR-OSNet	95.6	Yes	Learning Diverse Features with Part-Level Resolu...	2020-01-21	Code
50	Adaptive L2 Regularization (without re-ranking)	95.6	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
51	ABD-Net (ResNet-50)	95.6	No	ABD-Net: Attentive but Diverse Person Re-Identif...	2019-08-03	Code
52	TransReID+Pose2ID (no RK)	95.52	No	From Poses to Identity: Training-Free Person Re-...	2025-03-02	Code
53	Top-DB-Net + RK	95.5	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
54	FlipReID (without re-ranking)	95.5	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
55	CAL	95.5	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code
56	TMGF	95.5	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
57	BoT Baseline(RK)	95.43	No	Bag of Tricks and A Strong Baseline for Deep Per...	2019-03-17	Code
58	3DMagicMirror (HRNet)	95.43	No	3D Magic Mirror: Clothing Reconstruction from a ...	2022-04-27	Code
59	Auto-ReID(RK)	95.4	No	Auto-ReID: Searching for a Part-aware ConvNet fo...	2019-03-23	Code
60	Deep Constrained Dominant Sets (RK)	95.4	No	Deep Constrained Dominant Sets for Person Re-ide...	2019-04-25	Code
61	DG-Net(RK)	95.4	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
62	CLIP-ReID (without re-ranking)	95.4	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code
63	Dual Cluster Contrastive	95.4	No	Dual Cluster Contrastive learning for Object Re-...	2021-12-09	Code
64	MSINet (2.3M w/o RK)	95.3	No	MSINet: Twins Contrastive Search of Multi-Scale ...	2023-03-13	Code
65	ISP	95.3	No	Identity-Guided Human Semantic Parsing for Perso...	2020-07-27	Code
66	TransReID-SSL (ViTi-S)	95.3	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
67	TransReID-SSL (ViT-S w/o RK)	95.3	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
68	TransReID	95.2	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
69	GPS (without re-ranking)	95.2	No	Graph-based Person Signature for Person Re-Ident...	2021-04-14	Code
70	IS-GAN	95.2	No	Learning Disentangled Representation for Robust ...	2019-10-26	Code
71	PyrNet (multi-shot)	95.2	No	-	-	Code
72	P2-Net (triplet loss)	95.2	No	Beyond Human Parts: Dual Part-Aligned Representa...	2019-10-22	Code
73	DAAF-BoT	95.1	No	Deep Attention Aware Feature Learning for Person...	2020-03-01	Code
74	3DMagicMirror (ResNet-ibn)	95.07	No	3D Magic Mirror: Clothing Reconstruction from a ...	2022-04-27	Code
75	Top-DB-Net	94.9	No	Top-DB-Net: Top DropBlock for Activation Enhance...	2020-10-12	Code
76	DG-Net	94.8	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
77	OSNet	94.8	Yes	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
78	PCL-CLIP (O2CAP)	94.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
79	MBNET	94.77	No	-	-	Code
80	Parameter-Free Spatial Attention (RK)	94.7	No	Parameter-Free Spatial Attention Network for Per...	2018-11-29	Code
81	PyrNet (single-shot+ReRank)	94.6	No	-	-	Code
82	AlignedReID (RK)	94.4	No	AlignedReID: Surpassing Human-Level Performance ...	2017-11-22	Code
83	CA-Jaccard	94.4	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
84	CBN+BoT*	94.3	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
85	PPLR	94.3	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
86	ResNet50 + CircleLoss(ours)	94.2	No	Circle Loss: A Unified Perspective of Pair Simil...	2020-02-25	Code
87	HPM	94.2	No	Horizontal Pyramid Matching for Person Re-identi...	2018-04-14	Code
88	TransReID-SSL (ViT-S)	94.2	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
89	PCL-CLIP (CC)	94.2	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
90	PCL-CLIP (CAP)	93.9	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
91	PCB + RPP	93.8	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
92	ICE	93.8	No	ICE: Inter-instance Contrastive Encoding for Uns...	2021-03-30	Code
93	SSP-ReID (RR)	93.7	No	Improved Person Re-Identification Based on Salie...	2018-07-15	Code
94	SPreID [kalayeh2018human]	93.6	No	Human Semantic Parsing for Person Re-identificat...	2018-03-31	-
95	PyrNet (single-shot)	93.6	No	-	-	Code
96	HHCL(ResNet50 w/o RK)	93.4	No	Hard-sample Guided Hybrid Contrast Learning for ...	2021-09-25	Code
97	CAP	93.3	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
98	Bias-controlled Adversarial Training	93.1	No	Person Re-identification with Bias-controlled Ad...	2019-03-30	-
99	Cluster Contrast	92.9	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
100	CACL	92.7	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
101	SSP-ReID	92.5	No	Improved Person Re-Identification Based on Salie...	2018-07-15	Code
102	PCB	92.3	No	Beyond Part Models: Person Retrieval with Refine...	2017-11-26	Code
103	Group Sampling	92.3	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
104	MGCE-HCL	92.1	No	Hybrid Contrastive Learning with Cluster Ensembl...	2022-01-28	-
105	CAP	91.4	No	Camera-aware Proxies for Unsupervised Person Re-...	2020-12-19	Code
106	CBN	91.3	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
107	DaRe(De)+RE+RR [wang2018resource]	90.9	No	Resource Aware Person Re-identification across M...	2018-05-22	Code
108	FD-GAN	90.5	No	FD-GAN: Pose-guided Feature Distilling GAN for R...	2018-10-06	Code
109	PSE+ ECN (rank-dist)	90.3	No	A Pose-Sensitive Embedding for Person Re-Identif...	2017-11-28	Code
110	GLAD*	89.9	No	GLAD: Global-Local-Alignment Descriptor for Pede...	2017-09-13	-
111	IICS	89.5	No	Intra-Inter Camera Similarity for Unsupervised P...	2021-03-22	Code
112	IDE* + CamStyle + Random Erasing	89.49	No	Camera Style Adaptation for Person Re-identifica...	2017-11-28	Code
113	ATWL [ristani2018features]	89.4	No	Features for Multi-Target Multi-Camera Tracking ...	2018-03-28	-
114	Incremental Learning	89.3	No	Incremental Learning in Person Re-Identification	2018-08-20	Code
115	PAN (GAN)+re-rank	88.57	No	Pedestrian Alignment Network for Large-scale Per...	2017-07-03	Code
116	PartLoss	88.2	No	Deep Representation Learning with Part Loss for ...	2017-07-04	-
117	OGNet	87.74	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code
118	SpCL	87.7	No	Self-paced Contrastive Learning with Hybrid Memo...	2020-06-04	Code
119	Self-Similarity Grouping (one shot)	87.5	No	Self-similarity Grouping: A Simple Unsupervised ...	2018-11-26	Code
120	TriNet (RK)	86.67	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
121	A3M	86.54	No	Attribute-Aware Attention Model for Fine-grained...	2019-01-02	Code
122	IDE*	85.66	No	Camera Style Adaptation for Person Re-identifica...	2017-11-28	Code
123	DJL	85.1	No	Person Re-Identification by Deep Joint Learning ...	2017-05-12	-
124	TriNet	84.92	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
125	LuNet (RK)	84.59	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
126	PDF	84.14	No	Pose-driven Deep Convolutional Model for Person ...	2017-09-25	-
127	GAN	83.97	No	Unlabeled Samples Generated by GAN Improve the P...	2017-01-26	Code
128	SVDNet	82.3	No	SVDNet for Pedestrian Retrieval	2017-03-16	-
129	SSM	82.21	No	Scalable Person Re-identification on Supervised ...	2017-03-24	-
130	LuNet	81.38	No	In Defense of the Triplet Loss for Person Re-Ide...	2017-03-22	Code
131	DF	81	No	Deeply-Learned Part-Aligned Representations for ...	2017-07-23	Code
132	MSCAN	80.31	No	Learning Deep Context-aware Features over Body a...	2017-10-18	-
133	DLCE	79.51	No	A Discriminatively Learned CNN Embedding for Per...	2016-11-17	Code
134	Re-rank	77.11	No	Re-ranking Person Re-identification with k-recip...	2017-01-29	-
135	ECN	75.1	No	Invariance Matters: Exemplar Memory for Domain A...	2019-04-03	Code
136	IDE	72.54	No	Person Re-identification: Past, Present and Future	2016-10-10	-
137	UTAL	69.2	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code
138	Dispersion based Clustering	69.2	No	Towards better Validity: Dispersion based Cluste...	2019-06-04	Code
139	MAR	67.7	No	Unsupervised Person Re-identification by Soft Mu...	2019-03-15	Code
140	S-CNN	65.88	No	Gated Siamese Convolutional Neural Network Archi...	2016-07-28	-
141	DNS	61.02	No	Learning a Discriminative Null Space for Person ...	2016-03-07	-
142	SPGAN+LMP	57.7	No	Image-Image Domain Adaptation with Preserved Sel...	2017-11-19	Code
143	CAMEL*	54.5	No	Cross-view Asymmetric Metric Learning for Unsupe...	2017-08-27	Code
144	PUL	45.5	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code
145	WARCA	45.16	No	Scalable Metric Learning via Weighted Approximat...	2016-03-01	-
146	PUL*	44.7	No	Unsupervised Person Re-identification: Clusterin...	2017-05-30	Code
147	LOMO + XQDA	43.79	No	Person Re-identification by Local Maximal Occurr...	2014-06-17	Code
148	BOW	34.4	No	-	-	-

#1st-ReID(RE, RK)SOTA
98
Rank-1· Extra Data· 2018-12-08
Spatial-Temporal Person Re-identification Code
#2SSKD(GH)
97.36
Rank-1· 2021-08-11
Semi-Supervised Domain Generalizable Person Re-Identification Code
#3CLIP-ReID+Pose2ID (no RK)
97.3
Rank-1· 2025-03-02
From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization Code
#4SOLIDER +UFFM+AMC
97
Rank-1· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#5Unsupervised Pre-training (ResNet101+MGN)
97
Rank-1· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#6RGT&RGPR (RK)
96.9
Rank-1· 2021-01-21
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method Code
#7SOLIDER
96.9
Rank-1· 2023-03-30
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Code
#8LightMBN (RR)
96.8
Rank-1· 2021-01-26
Lightweight Multi-Branch Network for Person Re-Identification Code
#9Viewpoint-Aware Loss(RK)
96.79
Rank-1· 2019-12-03
Viewpoint-Aware Loss with Angular Regularization for Person Re-Identification Code
#10SOLIDER (RK)
96.7
Rank-1· 2023-03-30
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Code
#11TransReID-SSL (ViT-B w/o RK)
96.7
Rank-1· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#12KPR + SOLIDER (no RK)
96.62
Rank-1· 2024-07-25
Keypoint Promptable Re-Identification Code
#13Weakly Supervised Pre-training (ResNet50+MGN)
96.6
Rank-1· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels Code
#14BPBreID (RK)
96.4
Rank-1· 2022-11-07
Body Part-Based Representation Learning for Occluded Person Re-Identification Code
#15ProNet++ (ResNet50+RK)
96.4
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#16DAAF-BoT(RK)
96.4
Rank-1· 2020-03-01
Deep Attention Aware Feature Learning for Person Re-Identification Code
#17MPN* (without re-ranking)
96.4
Rank-1· 2020-03-18
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Code
#18LightMBN (w/o ReRank)
96.3
Rank-1· 2021-01-26
Lightweight Multi-Branch Network for Person Re-Identification Code
#19CA-Jaccard
96.2
Rank-1· Extra Data· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#20BoT+UFFM+AMC
96.2
Rank-1· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#21APNet-C
96.2
Rank-1· 2021-08-11
Person Re-identification via Attention Pyramid Code
#22ReMix
96.2
Rank-1· 2024-10-29
ReMix: Training Generalized Person Re-identification on a Mixture of Data
#23Compact-ReID (6.4M w/o RK)
96.2
Rank-1· 2019-10-15
Compact Network Training for Person ReID
#24Compact-ReID
96.2
Rank-1· 2019-10-15
Compact Network Training for Person ReID
#25LDS (ResNet50 + RK)
96.17
Rank-1· 2021-11-10
Learning to Disentangle Scenes for Person Re-identification Code
#26GNN-Reranking
96.11
Rank-1· 2020-12-14
Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective Code
#27PyrNet (multi-shot+ReRank)
96.1
Rank-1
No paperCode
#28CLIP-ReID Baseline +UFFM+AMC
96.1
Rank-1· Extra Data· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#29PCL-CLIP (L_pcl)
96.1
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#30FPB
96.1
Rank-1· 2021-08-04
FPB: Feature Pyramid Branch for Person Re-Identification Code
#31+ Re-weighting
96.1
Rank-1· 2021-03-02
Explainable Person Re-Identification with Attribute-guided Metric Distillation Code
#32MGN + CircleLoss(ours)
96.1
Rank-1· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization Code
#33Adaptive L2 Regularization (with re-ranking)
96
Rank-1· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#34ProNet++
96
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#35CACENET (Resnet50 without RR)
95.96
Rank-1· 2020-09-11
Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification Code
#36PCL-CLIP (L_pcl+L_id)
95.9
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#37KPR
95.9
Rank-1· 2024-07-25
Keypoint Promptable Re-Identification Code
#38FlipReID (with re-ranking)
95.8
Rank-1· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#39DiP (without RK)
95.8
Rank-1· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification Code
#40TAT
95.8
Rank-1
No paperCode
#41Compact-ReID (2.9M w/o RK)
95.8
Rank-1· 2019-10-15
Compact Network Training for Person ReID
#42Deep Miner (w/o ReRank)
95.7
Rank-1· 2021-02-18
Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification Code
#43Cluster-level Alignment (Resnet50 w/o RK)
95.7
Rank-1· 2020-08-15
Cluster-level Feature Alignment for Person Re-identification Code
#44BPBreID
95.7
Rank-1· 2022-11-07
Body Part-Based Representation Learning for Occluded Person Re-Identification Code
#45GiT
95.7
Rank-1· 2021-07-12
GiT: Graph Interactive Transformer for Vehicle Re-identification
#46Pyramid (CVPR'19)
95.7
Rank-1· 2018-10-29
Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training Code
#47MGNSOTA
95.7
Rank-1· 2018-04-04
Learning Discriminative Features with Multiple Granularities for Person Re-Identification Code
#48EI-Net
95.64
Rank-1
No paper
#49PLR-OSNet
95.6
Rank-1· Extra Data· 2020-01-21
Learning Diverse Features with Part-Level Resolution for Person Re-Identification Code
#50Adaptive L2 Regularization (without re-ranking)
95.6
Rank-1· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#51ABD-Net (ResNet-50)
95.6
Rank-1· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification Code
#52TransReID+Pose2ID (no RK)
95.52
Rank-1· 2025-03-02
From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization Code
#53Top-DB-Net + RK
95.5
Rank-1· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#54FlipReID (without re-ranking)
95.5
Rank-1· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#55CAL
95.5
Rank-1· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code
#56TMGF
95.5
Rank-1· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#57BoT Baseline(RK)
95.43
Rank-1· 2019-03-17
Bag of Tricks and A Strong Baseline for Deep Person Re-identification Code
#583DMagicMirror (HRNet)
95.43
Rank-1· 2022-04-27
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective Code
#59Auto-ReID(RK)
95.4
Rank-1· 2019-03-23
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification Code
#60Deep Constrained Dominant Sets (RK)
95.4
Rank-1· 2019-04-25
Deep Constrained Dominant Sets for Person Re-identification Code
#61DG-Net(RK)
95.4
Rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#62CLIP-ReID (without re-ranking)
95.4
Rank-1· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code
#63Dual Cluster Contrastive
95.4
Rank-1· 2021-12-09
Dual Cluster Contrastive learning for Object Re-Identification Code
#64MSINet (2.3M w/o RK)
95.3
Rank-1· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Code
#65ISP
95.3
Rank-1· 2020-07-27
Identity-Guided Human Semantic Parsing for Person Re-Identification Code
#66TransReID-SSL (ViTi-S)
95.3
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#67TransReID-SSL (ViT-S w/o RK)
95.3
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#68TransReID
95.2
Rank-1· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#69GPS (without re-ranking)
95.2
Rank-1· 2021-04-14
Graph-based Person Signature for Person Re-Identifications Code
#70IS-GAN
95.2
Rank-1· 2019-10-26
Learning Disentangled Representation for Robust Person Re-identification Code
#71PyrNet (multi-shot)
95.2
Rank-1
No paperCode
#72P2-Net (triplet loss)
95.2
Rank-1· 2019-10-22
Beyond Human Parts: Dual Part-Aligned Representations for Person Re-Identification Code
#73DAAF-BoT
95.1
Rank-1· 2020-03-01
Deep Attention Aware Feature Learning for Person Re-Identification Code
#743DMagicMirror (ResNet-ibn)
95.07
Rank-1· 2022-04-27
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective Code
#75Top-DB-Net
94.9
Rank-1· 2020-10-12
Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification Code
#76DG-Net
94.8
Rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#77OSNet
94.8
Rank-1· Extra Data· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#78PCL-CLIP (O2CAP)
94.8
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#79MBNET
94.77
Rank-1
No paperCode
#80Parameter-Free Spatial Attention (RK)
94.7
Rank-1· 2018-11-29
Parameter-Free Spatial Attention Network for Person Re-Identification Code
#81PyrNet (single-shot+ReRank)
94.6
Rank-1
No paperCode
#82AlignedReID (RK)SOTA
94.4
Rank-1· 2017-11-22
AlignedReID: Surpassing Human-Level Performance in Person Re-Identification Code
#83CA-Jaccard
94.4
Rank-1· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#84CBN+BoT*
94.3
Rank-1· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#85PPLR
94.3
Rank-1· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#86ResNet50 + CircleLoss(ours)
94.2
Rank-1· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization Code
#87HPM
94.2
Rank-1· 2018-04-14
Horizontal Pyramid Matching for Person Re-identification Code
#88TransReID-SSL (ViT-S)
94.2
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#89PCL-CLIP (CC)
94.2
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#90PCL-CLIP (CAP)
93.9
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#91PCB + RPP
93.8
Rank-1· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#92ICE
93.8
Rank-1· 2021-03-30
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification Code
#93SSP-ReID (RR)
93.7
Rank-1· 2018-07-15
Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models Code
#94SPreID [kalayeh2018human]
93.6
Rank-1· 2018-03-31
Human Semantic Parsing for Person Re-identification
#95PyrNet (single-shot)
93.6
Rank-1
No paperCode
#96HHCL(ResNet50 w/o RK)
93.4
Rank-1· 2021-09-25
Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification Code
#97CAP
93.3
Rank-1· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#98Bias-controlled Adversarial Training
93.1
Rank-1· 2019-03-30
Person Re-identification with Bias-controlled Adversarial Training
#99Cluster Contrast
92.9
Rank-1· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#100CACL
92.7
Rank-1· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#101SSP-ReID
92.5
Rank-1· 2018-07-15
Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models Code
#102PCB
92.3
Rank-1· 2017-11-26
Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)Code
#103Group Sampling
92.3
Rank-1· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#104MGCE-HCL
92.1
Rank-1· 2022-01-28
Hybrid Contrastive Learning with Cluster Ensemble for Unsupervised Person Re-identification
#105CAP
91.4
Rank-1· 2020-12-19
Camera-aware Proxies for Unsupervised Person Re-Identification Code
#106CBN
91.3
Rank-1· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#107DaRe(De)+RE+RR [wang2018resource]
90.9
Rank-1· 2018-05-22
Resource Aware Person Re-identification across Multiple Resolutions Code
#108FD-GAN
90.5
Rank-1· 2018-10-06
FD-GAN: Pose-guided Feature Distilling GAN for Robust Person Re-identification Code
#109PSE+ ECN (rank-dist)
90.3
Rank-1· 2017-11-28
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking Code
#110GLAD*SOTA
89.9
Rank-1· 2017-09-13
GLAD: Global-Local-Alignment Descriptor for Pedestrian Retrieval
#111IICS
89.5
Rank-1· 2021-03-22
Intra-Inter Camera Similarity for Unsupervised Person Re-Identification Code
#112IDE* + CamStyle + Random Erasing
89.49
Rank-1· 2017-11-28
Camera Style Adaptation for Person Re-identification Code
#113ATWL [ristani2018features]
89.4
Rank-1· 2018-03-28
Features for Multi-Target Multi-Camera Tracking and Re-Identification
#114Incremental Learning
89.3
Rank-1· 2018-08-20
Incremental Learning in Person Re-Identification Code
#115PAN (GAN)+re-rankSOTA
88.57
Rank-1· 2017-07-03
Pedestrian Alignment Network for Large-scale Person Re-identification Code
#116PartLoss
88.2
Rank-1· 2017-07-04
Deep Representation Learning with Part Loss for Person Re-Identification
#117OGNet
87.74
Rank-1· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code
#118SpCL
87.7
Rank-1· 2020-06-04
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID Code
#119Self-Similarity Grouping (one shot)
87.5
Rank-1· 2018-11-26
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification Code
#120TriNet (RK)SOTA
86.67
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#121A3M
86.54
Rank-1· 2019-01-02
Attribute-Aware Attention Model for Fine-grained Representation Learning Code
#122IDE*
85.66
Rank-1· 2017-11-28
Camera Style Adaptation for Person Re-identification Code
#123DJL
85.1
Rank-1· 2017-05-12
Person Re-Identification by Deep Joint Learning of Multi-Loss Classification
#124TriNet
84.92
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#125LuNet (RK)
84.59
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#126PDF
84.14
Rank-1· 2017-09-25
Pose-driven Deep Convolutional Model for Person Re-identification
#127GANSOTA
83.97
Rank-1· 2017-01-26
Unlabeled Samples Generated by GAN Improve the Person Re-identification Baseline in vitro Code
#128SVDNet
82.3
Rank-1· 2017-03-16
SVDNet for Pedestrian Retrieval
#129SSM
82.21
Rank-1· 2017-03-24
Scalable Person Re-identification on Supervised Smoothed Manifold
#130LuNet
81.38
Rank-1· 2017-03-22
In Defense of the Triplet Loss for Person Re-Identification Code
#131DF
81
Rank-1· 2017-07-23
Deeply-Learned Part-Aligned Representations for Person Re-Identification Code
#132MSCAN
80.31
Rank-1· 2017-10-18
Learning Deep Context-aware Features over Body and Latent Parts for Person Re-identification
#133DLCESOTA
79.51
Rank-1· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification Code
#134Re-rank
77.11
Rank-1· 2017-01-29
Re-ranking Person Re-identification with k-reciprocal Encoding
#135ECN
75.1
Rank-1· 2019-04-03
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification Code
#136IDESOTA
72.54
Rank-1· 2016-10-10
Person Re-identification: Past, Present and Future
#137UTAL
69.2
Rank-1· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code
#138Dispersion based Clustering
69.2
Rank-1· 2019-06-04
Towards better Validity: Dispersion based Clustering for Unsupervised Person Re-identification Code
#139MAR
67.7
Rank-1· 2019-03-15
Unsupervised Person Re-identification by Soft Multilabel Learning Code
#140S-CNNSOTA
65.88
Rank-1· 2016-07-28
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification
#141DNSSOTA
61.02
Rank-1· 2016-03-07
Learning a Discriminative Null Space for Person Re-identification
#142SPGAN+LMP
57.7
Rank-1· 2017-11-19
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification Code
#143CAMEL*
54.5
Rank-1· 2017-08-27
Cross-view Asymmetric Metric Learning for Unsupervised Person Re-identification Code
#144PUL
45.5
Rank-1· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code
#145WARCASOTA
45.16
Rank-1· 2016-03-01
Scalable Metric Learning via Weighted Approximate Rank Component Analysis
#146PUL*
44.7
Rank-1· 2017-05-30
Unsupervised Person Re-identification: Clustering and Fine-tuning Code
#147LOMO + XQDASOTA
43.79
Rank-1· 2014-06-17
Person Re-identification by Local Maximal Occurrence Representation and Metric Learning Code
#148BOW
34.4
Rank-1
No paper