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Person Re-Identification
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MSMT17
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
#1
SOLIDER (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
#2
CLIP-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
#3
SOLIDER (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
#4
PCL-CLIP (L_pcl+L_id)
89.8
Rank-1
· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
Code
#5
CLIP-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
#6
TransReID-SSL (without RK)
SOTA
89.6
Rank-1
· Extra Data
· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
Code
#7
TransReID-SSL (ViT-B without RK)
89.5
Rank-1
· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
Code
#8
PCL-CLIP (L_pcl)
89.2
Rank-1
· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
Code
#9
LDS (ResNet50+RK)
SOTA
88.35
Rank-1
· 2021-11-10
Learning to Disentangle Scenes for Person Re-identification
Code
#10
ProNet++ (ResNet50+RK)
88.2
Rank-1
· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#11
FlipReID (with re-ranking)
SOTA
87.5
Rank-1
· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification
Code
#12
DiP (without RK)
87.3
Rank-1
· 2022-12-24
DiP: Learning Discriminative Implicit Parts for Person Re-Identification
Code
#13
Unsupervised Pre-training (ResNet101+MGN)
SOTA
86.6
Rank-1
· Extra Data
· 2020-12-07
Unsupervised Pre-training for Person Re-identification
Code
#14
CA-Jaccard
86.2
Rank-1
· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
Code
#15
TransReID
86.2
Rank-1
· 2021-02-08
TransReID: Transformer-based Object Re-Identification
Code
#16
RGT&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
#17
Weakly Supervised Pre-training (ResNet50+MGN)
86
Rank-1
· 2022-03-30
Large-Scale Pre-training for Person Re-identification with Noisy Labels
Code
#18
FlipReID (without re-ranking)
85.6
Rank-1
· 2021-05-12
FlipReID: Closing the Gap between Training and Inference in Person Re-Identification
Code
#19
Deep 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
#20
GiT
85.6
Rank-1
· 2021-07-12
GiT: Graph Interactive Transformer for Vehicle Re-identification
#21
ProNet++
85.4
Rank-1
· 2023-08-21
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective
#22
Adaptive L2 Regularization (with re-ranking)
SOTA
84.9
Rank-1
· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification
Code
#23
PCL-CLIP (O2CAP)
84.9
Rank-1
· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
Code
#24
ReMix
84.8
Rank-1
· Extra Data
· 2024-10-29
ReMix: Training Generalized Person Re-identification on a Mixture of Data
#25
CAL(ResNet50)
84.2
Rank-1
· 2021-08-19
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification
Code
#26
CLIP-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
#27
APNet-C(ResNet50)
83.7
Rank-1
· 2021-08-11
Person Re-identification via Attention Pyramid
Code
#28
CACENET (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
#29
MPN (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
#30
TMGF
83.3
Rank-1
· 2022-11-22
Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification
Code
#31
ABD-Net (ResNet-50)
SOTA
82.3
Rank-1
· 2019-08-03
ABD-Net: Attentive but Diverse Person Re-Identification
Code
#32
BoT+UFFM+AMC
82
Rank-1
· 2024-05-02
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure Combination
Code
#33
Adaptive L2 Regularization (without re-ranking)
81.7
Rank-1
· 2020-07-15
Adaptive L2 Regularization in Person Re-Identification
Code
#34
MSINet (2.3M w/o RK)
81
Rank-1
· 2023-03-13
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID
Code
#35
PCL-CLIP (CAP)
79
Rank-1
· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
Code
#36
OSNet
SOTA
78.7
Rank-1
· 2019-05-02
Omni-Scale Feature Learning for Person Re-Identification
Code
#37
OSNet-IAP 1.0x
77.97
Rank-1
· 2020-03-17
Building Computationally Efficient and Well-Generalizing Person Re-Identification Models with Metric Learning
Code
#38
PCL-CLIP (CC)
77.9
Rank-1
· 2023-10-26
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identification
Code
#39
DG-Net
SOTA
77.2
Rank-1
· 2019-04-15
Joint Discriminative and Generative Learning for Person Re-identification
Code
#40
MGN + CircleLoss(ours)
76.9
Rank-1
· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization
Code
#41
ResNet50 + CircleLoss(ours)
76.3
Rank-1
· 2020-02-25
Circle Loss: A Unified Perspective of Pair Similarity Optimization
Code
#42
CA-Jaccard
75.1
Rank-1
· 2023-11-17
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification
Code
#43
TransReID-SSL (ViTi-S)
75
Rank-1
· Extra Data
· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
Code
#44
PPLR
73.3
Rank-1
· 2022-03-28
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification
Code
#45
CBN
72.8
Rank-1
· 2020-01-23
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization
Code
#46
VAL-PAT
67.5
Rank-1
· 2023-04-12
Learning Transferable Pedestrian Representation from Multimodal Information Supervision
Code
#47
TransReID-SSL (ViT-S)
66.4
Rank-1
· Extra Data
· 2021-11-23
Self-Supervised Pre-Training for Transformer-Based Person Re-Identification
Code
#48
Cluster Contrast
62
Rank-1
· 2021-03-22
Cluster Contrast for Unsupervised Person Re-Identification
Code
#49
DLCE
SOTA
60.48
Rank-1
· 2016-11-17
A Discriminatively Learned CNN Embedding for Person Re-identification
Code
#50
Group Sampling
56.2
Rank-1
· 2021-07-07
Rethinking Sampling Strategies for Unsupervised Person Re-identification
Code
#51
CACL
48.9
Rank-1
· 2021-06-15
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification
Code
#52
OGNet
47.71
Rank-1
· 2020-06-08
Parameter-Efficient Person Re-identification in the 3D Space
Code
#53
UTAL
31.4
Rank-1
· 2019-03-01
Unsupervised Tracklet Person Re-Identification
Code