Person Re-Identification on MSMT17

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#	Model↕	Rank-1▼	Extra Data	Paper	Date↕	Code
1	SOLIDER (with re-ranking)	91.7	Yes	Beyond Appearance: a Semantic Controllable Self-...	2023-03-30	Code
2	CLIP-ReID (with re-ranking)	91.2	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code
3	SOLIDER (without re-ranking)	90.7	Yes	Beyond Appearance: a Semantic Controllable Self-...	2023-03-30	Code
4	PCL-CLIP (L_pcl+L_id)	89.8	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
5	CLIP-ReID (without re-ranking)	89.7	No	CLIP-ReID: Exploiting Vision-Language Model for ...	2022-11-25	Code
6	TransReID-SSL (without RK)	89.6	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
7	TransReID-SSL (ViT-B without RK)	89.5	No	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
8	PCL-CLIP (L_pcl)	89.2	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
9	LDS (ResNet50+RK)	88.35	No	Learning to Disentangle Scenes for Person Re-ide...	2021-11-10	Code
10	ProNet++ (ResNet50+RK)	88.2	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
11	FlipReID (with re-ranking)	87.5	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
12	DiP (without RK)	87.3	No	DiP: Learning Discriminative Implicit Parts for ...	2022-12-24	Code
13	Unsupervised Pre-training (ResNet101+MGN)	86.6	Yes	Unsupervised Pre-training for Person Re-identifi...	2020-12-07	Code
14	CA-Jaccard	86.2	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
15	TransReID	86.2	No	TransReID: Transformer-based Object Re-Identific...	2021-02-08	Code
16	RGT&RGPR(without RK)	86.2	Yes	Eliminate Deviation with Deviation for Data Augm...	2021-01-21	Code
17	Weakly Supervised Pre-training (ResNet50+MGN)	86	No	Large-Scale Pre-training for Person Re-identific...	2022-03-30	Code
18	FlipReID (without re-ranking)	85.6	No	FlipReID: Closing the Gap between Training and I...	2021-05-12	Code
19	Deep Miner (w/o ReRank)	85.6	No	Deep Miner: A Deep and Multi-branch Network whic...	2021-02-18	Code
20	GiT	85.6	No	GiT: Graph Interactive Transformer for Vehicle R...	2021-07-12	-
21	ProNet++	85.4	No	Rethinking Person Re-identification from a Proje...	2023-08-21	-
22	Adaptive L2 Regularization (with re-ranking)	84.9	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
23	PCL-CLIP (O2CAP)	84.9	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
24	ReMix	84.8	Yes	ReMix: Training Generalized Person Re-identifica...	2024-10-29	-
25	CAL(ResNet50)	84.2	No	Counterfactual Attention Learning for Fine-Grain...	2021-08-19	Code
26	CLIP-ReID Baseline + UFFM +AMC	83.8	No	Enhancing person re-identification via Uncertain...	2024-05-02	Code
27	APNet-C(ResNet50)	83.7	No	Person Re-identification via Attention Pyramid	2021-08-11	Code
28	CACENET (ResNet50 w/o RR)	83.54	No	Devil's in the Details: Aligning Visual Clues fo...	2020-09-11	Code
29	MPN (without re-ranking)	83.5	No	Multi-task Learning with Coarse Priors for Robus...	2020-03-18	Code
30	TMGF	83.3	No	Transformer Based Multi-Grained Features for Uns...	2022-11-22	Code
31	ABD-Net (ResNet-50)	82.3	No	ABD-Net: Attentive but Diverse Person Re-Identif...	2019-08-03	Code
32	BoT+UFFM+AMC	82	No	Enhancing person re-identification via Uncertain...	2024-05-02	Code
33	Adaptive L2 Regularization (without re-ranking)	81.7	No	Adaptive L2 Regularization in Person Re-Identifi...	2020-07-15	Code
34	MSINet (2.3M w/o RK)	81	No	MSINet: Twins Contrastive Search of Multi-Scale ...	2023-03-13	Code
35	PCL-CLIP (CAP)	79	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
36	OSNet	78.7	No	Omni-Scale Feature Learning for Person Re-Identi...	2019-05-02	Code
37	OSNet-IAP 1.0x	77.97	No	Building Computationally Efficient and Well-Gene...	2020-03-17	Code
38	PCL-CLIP (CC)	77.9	No	Prototypical Contrastive Learning-based CLIP Fin...	2023-10-26	Code
39	DG-Net	77.2	No	Joint Discriminative and Generative Learning for...	2019-04-15	Code
40	MGN + CircleLoss(ours)	76.9	No	Circle Loss: A Unified Perspective of Pair Simil...	2020-02-25	Code
41	ResNet50 + CircleLoss(ours)	76.3	No	Circle Loss: A Unified Perspective of Pair Simil...	2020-02-25	Code
42	CA-Jaccard	75.1	No	CA-Jaccard: Camera-aware Jaccard Distance for Pe...	2023-11-17	Code
43	TransReID-SSL (ViTi-S)	75	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
44	PPLR	73.3	No	Part-based Pseudo Label Refinement for Unsupervi...	2022-03-28	Code
45	CBN	72.8	No	Rethinking the Distribution Gap of Person Re-ide...	2020-01-23	Code
46	VAL-PAT	67.5	No	Learning Transferable Pedestrian Representation ...	2023-04-12	Code
47	TransReID-SSL (ViT-S)	66.4	Yes	Self-Supervised Pre-Training for Transformer-Bas...	2021-11-23	Code
48	Cluster Contrast	62	No	Cluster Contrast for Unsupervised Person Re-Iden...	2021-03-22	Code
49	DLCE	60.48	No	A Discriminatively Learned CNN Embedding for Per...	2016-11-17	Code
50	Group Sampling	56.2	No	Rethinking Sampling Strategies for Unsupervised ...	2021-07-07	Code
51	CACL	48.9	No	Cluster-guided Asymmetric Contrastive Learning f...	2021-06-15	Code
52	OGNet	47.71	No	Parameter-Efficient Person Re-identification in ...	2020-06-08	Code
53	UTAL	31.4	No	Unsupervised Tracklet Person Re-Identification	2019-03-01	Code

#1SOLIDER (with re-ranking)SOTA
91.7
Rank-1· Extra Data· 2023-03-30
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Code
#2CLIP-ReID (with re-ranking)SOTA
91.2
Rank-1· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code
#3SOLIDER (without re-ranking)
90.7
Rank-1· Extra Data· 2023-03-30
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks Code
#4PCL-CLIP (L_pcl+L_id)
89.8
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#5CLIP-ReID (without re-ranking)
89.7
Rank-1· 2022-11-25
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels Code
#6TransReID-SSL (without RK)SOTA
89.6
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#7TransReID-SSL (ViT-B without RK)
89.5
Rank-1· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#8PCL-CLIP (L_pcl)
89.2
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#9LDS (ResNet50+RK)SOTA
88.35
Rank-1· 2021-11-10
Learning to Disentangle Scenes for Person Re-identification Code
#10ProNet++ (ResNet50+RK)
88.2
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#11FlipReID (with re-ranking)SOTA
87.5
Rank-1· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#12DiP (without RK)
87.3
Rank-1· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification Code
#13Unsupervised Pre-training (ResNet101+MGN)SOTA
86.6
Rank-1· Extra Data· 2020-12-07
Unsupervised Pre-training for Person Re-identification Code
#14CA-Jaccard
86.2
Rank-1· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#15TransReID
86.2
Rank-1· 2021-02-08
TransReID: Transformer-based Object Re-Identification Code
#16RGT&RGPR(without RK)
86.2
Rank-1· Extra Data· 2021-01-21
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method Code
#17Weakly Supervised Pre-training (ResNet50+MGN)
86
Rank-1· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels Code
#18FlipReID (without re-ranking)
85.6
Rank-1· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification Code
#19Deep Miner (w/o ReRank)
85.6
Rank-1· 2021-02-18
Deep Miner: A Deep and Multi-branch Network which Mines Rich and Diverse Features for Person Re-identification Code
#20GiT
85.6
Rank-1· 2021-07-12
GiT: Graph Interactive Transformer for Vehicle Re-identification
#21ProNet++
85.4
Rank-1· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#22Adaptive L2 Regularization (with re-ranking)SOTA
84.9
Rank-1· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#23PCL-CLIP (O2CAP)
84.9
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#24ReMix
84.8
Rank-1· Extra Data· 2024-10-29
ReMix: Training Generalized Person Re-identification on a Mixture of Data
#25CAL(ResNet50)
84.2
Rank-1· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Code
#26CLIP-ReID Baseline + UFFM +AMC
83.8
Rank-1· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#27APNet-C(ResNet50)
83.7
Rank-1· 2021-08-11
Person Re-identification via Attention Pyramid Code
#28CACENET (ResNet50 w/o RR)
83.54
Rank-1· 2020-09-11
Devil's in the Details: Aligning Visual Clues for Conditional Embedding in Person Re-Identification Code
#29MPN (without re-ranking)SOTA
83.5
Rank-1· 2020-03-18
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identification Code
#30TMGF
83.3
Rank-1· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification Code
#31ABD-Net (ResNet-50)SOTA
82.3
Rank-1· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification Code
#32BoT+UFFM+AMC
82
Rank-1· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination Code
#33Adaptive L2 Regularization (without re-ranking)
81.7
Rank-1· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification Code
#34MSINet (2.3M w/o RK)
81
Rank-1· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID Code
#35PCL-CLIP (CAP)
79
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#36OSNetSOTA
78.7
Rank-1· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification Code
#37OSNet-IAP 1.0x
77.97
Rank-1· 2020-03-17
Building Computationally Efficient and Well-Generalizing Person Re-Identification Models with Metric Learning Code
#38PCL-CLIP (CC)
77.9
Rank-1· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification Code
#39DG-NetSOTA
77.2
Rank-1· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification Code
#40MGN + CircleLoss(ours)
76.9
Rank-1· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization Code
#41ResNet50 + CircleLoss(ours)
76.3
Rank-1· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization Code
#42CA-Jaccard
75.1
Rank-1· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification Code
#43TransReID-SSL (ViTi-S)
75
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#44PPLR
73.3
Rank-1· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Code
#45CBN
72.8
Rank-1· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization Code
#46VAL-PAT
67.5
Rank-1· 2023-04-12
Learning Transferable Pedestrian Representation from Multimodal Information Supervision Code
#47TransReID-SSL (ViT-S)
66.4
Rank-1· Extra Data· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification Code
#48Cluster Contrast
62
Rank-1· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification Code
#49DLCESOTA
60.48
Rank-1· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification Code
#50Group Sampling
56.2
Rank-1· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification Code
#51CACL
48.9
Rank-1· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Code
#52OGNet
47.71
Rank-1· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space Code
#53UTAL
31.4
Rank-1· 2019-03-01
Unsupervised Tracklet Person Re-Identification Code