|
Unsupervised Pre-training (ResNet101+RK)
|
Unsupervised Pre-training for Person Re-identific…
|
96.21
|
2020-12-07
|
|
|
Compact-ReID
|
Compact Network Training for Person ReID
|
96.20
|
2019-10-15
|
|
|
RGT&RGPR (RK)
|
Eliminate Deviation with Deviation for Data Augme…
|
95.60
|
2021-01-21
|
|
|
SOLIDER (RK)
|
Beyond Appearance: a Semantic Controllable Self-S…
|
95.60
|
2023-03-30
|
|
|
st-ReID(RE, RK)
|
Spatial-Temporal Person Re-identification
|
95.50
|
2018-12-08
|
|
|
Viewpoint-Aware Loss(RK)
|
Viewpoint-Aware Loss with Angular Regularization …
|
95.43
|
2019-12-03
|
|
|
LightMBN (RR)
|
Lightweight Multi-Branch Network for Person Re-Id…
|
95.30
|
2021-01-26
|
|
|
BPBreID (RK)
|
Body Part-Based Representation Learning for Occlu…
|
95.30
|
2022-11-07
|
|
|
ProNet++ (ResNet50+RK)
|
Rethinking Person Re-identification from a Projec…
|
95.30
|
2023-08-21
|
|
|
DAAF-BoT(RK)
|
Deep Attention Aware Feature Learning for Person …
|
95.00
|
2020-03-01
|
|
|
CLIP-ReID+Pose2ID (no RK)
|
From Poses to Identity: Training-Free Person Re-I…
|
94.90
|
2025-03-02
|
|
|
SOLIDER +UFFM+AMC
|
Enhancing person re-identification via Uncertaint…
|
94.90
|
2024-05-02
|
|
|
LDS (ResNet50 + RK)
|
Learning to Disentangle Scenes for Person Re-iden…
|
94.89
|
2021-11-10
|
|
|
FlipReID (with re-ranking)
|
FlipReID: Closing the Gap between Training and In…
|
94.70
|
2021-05-12
|
|
|
GNN-Reranking
|
Understanding Image Retrieval Re-Ranking: A Graph…
|
94.65
|
2020-12-14
|
|
|
CA-Jaccard
|
CA-Jaccard: Camera-aware Jaccard Distance for Per…
|
94.50
|
2023-11-17
|
|
|
Adaptive L2 Regularization (with re-ranking)
|
Adaptive L2 Regularization in Person Re-Identific…
|
94.40
|
2020-07-15
|
|
|
BoT Baseline(RK)
|
Bag of Tricks and A Strong Baseline for Deep Pers…
|
94.24
|
2019-03-17
|
|
|
Auto-ReID(RK)
|
Auto-ReID: Searching for a Part-aware ConvNet for…
|
94.20
|
2019-03-23
|
|
|
SSKD(GH)
|
Semi-Supervised Domain Generalizable Person Re-Id…
|
94.15
|
2021-08-11
|
|
|
Top-DB-Net + RK
|
Top-DB-Net: Top DropBlock for Activation Enhancem…
|
94.10
|
2020-10-12
|
|
|
SOLIDER
|
Beyond Appearance: a Semantic Controllable Self-S…
|
93.90
|
2023-03-30
|
|
|
Deep Constrained Dominant Sets (RK)
|
Deep Constrained Dominant Sets for Person Re-iden…
|
93.30
|
2019-04-25
|
|
|
KPR + SOLIDER (no RK)
|
Keypoint Promptable Re-Identification
|
93.22
|
2024-07-25
|
|
|
TransReID-SSL (ViT-B w/o RK)
|
Self-Supervised Pre-Training for Transformer-Base…
|
93.20
|
2021-11-23
|
|
|
TransReID+Pose2ID (no RK)
|
From Poses to Identity: Training-Free Person Re-I…
|
93.01
|
2025-03-02
|
|
|
DG-Net(RK)
|
Joint Discriminative and Generative Learning for …
|
92.49
|
2019-04-15
|
|
|
Unsupervised Pre-training (ResNet101+MGN)
|
Unsupervised Pre-training for Person Re-identific…
|
92.00
|
2020-12-07
|
|
|
CLIP-ReID Baseline +UFFM+AMC
|
Enhancing person re-identification via Uncertaint…
|
92.00
|
2024-05-02
|
|
|
Weakly Supervised Pre-training (ResNet50+MGN)
|
Large-Scale Pre-training for Person Re-identifica…
|
91.90
|
2022-03-30
|
|
|
Parameter-Free Spatial Attention (RK)
|
Parameter-Free Spatial Attention Network for Pers…
|
91.70
|
2018-11-29
|
|
|
LightMBN (w/o ReRank)
|
Lightweight Multi-Branch Network for Person Re-Id…
|
91.50
|
2021-01-26
|
|
|
PCL-CLIP (L_pcl+L_id)
|
Prototypical Contrastive Learning-based CLIP Fine…
|
91.40
|
2023-10-26
|
|
|
PLIP-RN50-ABDNet
|
PLIP: Language-Image Pre-training for Person Repr…
|
91.20
|
2023-05-15
|
|
|
BoT+UFFM+AMC
|
Enhancing person re-identification via Uncertaint…
|
91.00
|
2024-05-02
|
|
|
PCL-CLIP (L_pcl)
|
Prototypical Contrastive Learning-based CLIP Fine…
|
91.00
|
2023-10-26
|
|
|
DiP (without RK)
|
DiP: Learning Discriminative Implicit Parts for P…
|
90.80
|
2022-12-24
|
|
|
SSP-ReID (RR)
|
Improved Person Re-Identification Based on Salien…
|
90.80
|
2018-07-15
|
|
|
st-ReID+InSTD
|
Learning Instance-level Spatial-Temporal Patterns…
|
90.80
|
2021-07-31
|
|
|
AlignedReID (RK)
|
AlignedReID: Surpassing Human-Level Performance i…
|
90.70
|
2017-11-22
|
|
|
FPB
|
FPB: Feature Pyramid Branch for Person Re-Identif…
|
90.60
|
2021-08-04
|
|
|
APNet-C
|
Person Re-identification via Attention Pyramid
|
90.50
|
2021-08-11
|
|
|
CLIP-ReID (without re-ranking)
|
CLIP-ReID: Exploiting Vision-Language Model for I…
|
90.50
|
2022-11-25
|
|
|
Deep Miner (w/o ReRank)
|
Deep Miner: A Deep and Multi-branch Network which…
|
90.40
|
2021-02-18
|
|
|
CACENET (Resnet50 without RR)
|
Devil's in the Details: Aligning Visual Clues for…
|
90.30
|
2020-09-11
|
|
|
UniHCP (finetune)
|
UniHCP: A Unified Model for Human-Centric Percept…
|
90.30
|
2023-03-06
|
|
|
ProNet++
|
Rethinking Person Re-identification from a Projec…
|
90.20
|
2023-08-21
|
|
|
MPN* (without re-ranking)
|
Multi-task Learning with Coarse Priors for Robust…
|
90.10
|
2020-03-18
|
|
|
ReMix
|
ReMix: Training Generalized Person Re-identificat…
|
89.80
|
2024-10-29
|
|
|
Compact-ReID (6.4M w/o RK)
|
Compact Network Training for Person ReID
|
89.70
|
2019-10-15
|
|
|
KPR
|
Keypoint Promptable Re-Identification
|
89.60
|
2024-07-25
|
|
|
FlipReID (without re-ranking)
|
FlipReID: Closing the Gap between Training and In…
|
89.60
|
2021-05-12
|
|
|
MSINet (2.3M w/o RK)
|
MSINet: Twins Contrastive Search of Multi-Scale I…
|
89.60
|
2023-03-13
|
|
|
Cluster-level Alignment (Resnet50 w/o RK)
|
Cluster-level Feature Alignment for Person Re-ide…
|
89.50
|
2020-08-15
|
|
|
TransReID
|
TransReID: Transformer-based Object Re-Identifica…
|
89.50
|
2021-02-08
|
|
|
CAL
|
Counterfactual Attention Learning for Fine-Graine…
|
89.50
|
2021-08-19
|
|
|
BPBreID
|
Body Part-Based Representation Learning for Occlu…
|
89.40
|
2022-11-07
|
|
|
Bias-controlled Adversarial Training
|
Person Re-identification with Bias-controlled Adv…
|
89.30
|
2019-03-30
|
|
|
Dual Cluster Contrastive
|
Dual Cluster Contrastive learning for Object Re-I…
|
89.20
|
2021-12-09
|
|
|
GiT
|
GiT: Graph Interactive Transformer for Vehicle Re…
|
88.90
|
2021-07-12
|
|
|
PLR-OSNet
|
Learning Diverse Features with Part-Level Resolut…
|
88.90
|
2020-01-21
|
|
|
Adaptive L2 Regularization (without re-ranking)
|
Adaptive L2 Regularization in Person Re-Identific…
|
88.90
|
2020-07-15
|
|
|
+ Re-weighting
|
Explainable Person Re-Identification with Attribu…
|
88.80
|
2021-03-02
|
|
|
Compact-ReID (2.9M w/o RK)
|
Compact Network Training for Person ReID
|
88.70
|
2019-10-15
|
|
|
ISP
|
Identity-Guided Human Semantic Parsing for Person…
|
88.60
|
2020-07-27
|
|
|
3DMagicMirror (HRNet)
|
3D Magic Mirror: Clothing Reconstruction from a S…
|
88.54
|
2022-04-27
|
|
|
ABD-Net (ResNet-50)
|
ABD-Net: Attentive but Diverse Person Re-Identifi…
|
88.28
|
2019-08-03
|
|
|
Pyramid (CVPR'19)
|
Pyramidal Person Re-IDentification via Multi-Loss…
|
88.20
|
2018-10-29
|
|
|
IBN-Net50-a
|
A Strong Baseline and Batch Normalization Neck fo…
|
88.20
|
2019-06-19
|
|
|
DAAF-BoT
|
Deep Attention Aware Feature Learning for Person …
|
87.90
|
2020-03-01
|
|
|
GPS (without re-ranking)
|
Graph-based Person Signature for Person Re-Identi…
|
87.80
|
2021-04-14
|
|
|
3DMagicMirror (ResNet-ibn)
|
3D Magic Mirror: Clothing Reconstruction from a S…
|
87.80
|
2022-04-27
|
|
|
MGN + CircleLoss(ours)
|
Circle Loss: A Unified Perspective of Pair Simila…
|
87.40
|
2020-02-25
|
|
|
IS-GAN
|
Learning Disentangled Representation for Robust P…
|
87.10
|
2019-10-26
|
|
|
MGN
|
Learning Discriminative Features with Multiple Gr…
|
86.90
|
2018-04-04
|
|
|
DaRe(De)+RE+RR [wang2018resource]
|
Resource Aware Person Re-identification across Mu…
|
86.70
|
2018-05-22
|
|
|
DG-Net
|
Joint Discriminative and Generative Learning for …
|
86.00
|
2019-04-15
|
|
|
Top-DB-Net
|
Top-DB-Net: Top DropBlock for Activation Enhancem…
|
85.80
|
2020-10-12
|
|
|
P2-Net (triplet loss)
|
Beyond Human Parts: Dual Part-Aligned Representat…
|
85.60
|
2019-10-22
|
|
|
CAP
|
Camera-aware Proxies for Unsupervised Person Re-I…
|
85.10
|
2020-12-19
|
|
|
OSNet
|
Omni-Scale Feature Learning for Person Re-Identif…
|
84.90
|
2019-05-02
|
|
|
ResNet50 + CircleLoss(ours)
|
Circle Loss: A Unified Perspective of Pair Simila…
|
84.90
|
2020-02-25
|
|
|
PSE+ ECN (rank-dist)
|
A Pose-Sensitive Embedding for Person Re-Identifi…
|
84.00
|
2017-11-28
|
|
|
CBN+BoT*
|
Rethinking the Distribution Gap of Person Re-iden…
|
83.60
|
2020-01-23
|
|
|
SPreID [kalayeh2018human]
|
Human Semantic Parsing for Person Re-identificati…
|
83.30
|
2018-03-31
|
|
|
Proposed SGGNN
|
Person Re-identification with Deep Similarity-Gui…
|
82.80
|
2018-07-26
|
|
|
HPM
|
Horizontal Pyramid Matching for Person Re-identif…
|
82.70
|
2018-04-14
|
|
|
PCB + RPP
|
Beyond Part Models: Person Retrieval with Refined…
|
81.60
|
2017-11-26
|
|
|
PAN (GAN)+re-rank
|
Pedestrian Alignment Network for Large-scale Pers…
|
81.53
|
2017-07-03
|
|
|
TriNet (RK)
|
In Defense of the Triplet Loss for Person Re-Iden…
|
81.07
|
2017-03-22
|
|
|
SSP-ReID
|
Improved Person Re-Identification Based on Salien…
|
80.10
|
2018-07-15
|
|
|
FD-GAN
|
FD-GAN: Pose-guided Feature Distilling GAN for Ro…
|
77.70
|
2018-10-06
|
|
|
PCB
|
Beyond Part Models: Person Retrieval with Refined…
|
77.40
|
2017-11-26
|
|
|
CBN
|
Rethinking the Distribution Gap of Person Re-iden…
|
77.30
|
2020-01-23
|
|
|
LuNet (RK)
|
In Defense of the Triplet Loss for Person Re-Iden…
|
75.62
|
2017-03-22
|
|
|
ATWL [ristani2018features]
|
Features for Multi-Target Multi-Camera Tracking a…
|
75.60
|
2018-03-28
|
|
|
GLAD*
|
GLAD: Global-Local-Alignment Descriptor for Pedes…
|
73.90
|
2017-09-13
|
|
|
Incremental Learning
|
Incremental Learning in Person Re-Identification
|
71.80
|
2018-08-20
|
|
|
IDE* + CamStyle + Random Erasing
|
Camera Style Adaptation for Person Re-identificat…
|
71.55
|
2017-11-28
|
|
|
OGNet
|
Parameter-Efficient Person Re-identification in t…
|
69.52
|
2020-06-08
|
|
|
PartLoss
|
Deep Representation Learning with Part Loss for P…
|
69.30
|
2017-07-04
|
|
|
TriNet
|
In Defense of the Triplet Loss for Person Re-Iden…
|
69.14
|
2017-03-22
|
|
|
A3M
|
Attribute-Aware Attention Model for Fine-grained …
|
68.97
|
2019-01-02
|
|
|
SSM
|
Scalable Person Re-identification on Supervised S…
|
68.80
|
2017-03-24
|
|
|
GAN
|
Unlabeled Samples Generated by GAN Improve the Pe…
|
66.07
|
2017-01-26
|
|
|
IDE*
|
Camera Style Adaptation for Person Re-identificat…
|
65.87
|
2017-11-28
|
|
|
DJL
|
Person Re-Identification by Deep Joint Learning o…
|
65.50
|
2017-05-12
|
|
|
Re-rank
|
Re-ranking Person Re-identification with k-recipr…
|
63.63
|
2017-01-29
|
|
|
PDF
|
Pose-driven Deep Convolutional Model for Person R…
|
63.41
|
2017-09-25
|
|
|
DF
|
Deeply-Learned Part-Aligned Representations for P…
|
63.40
|
2017-07-23
|
|
|
SVDNet
|
SVDNet for Pedestrian Retrieval
|
62.10
|
2017-03-16
|
|
|
LuNet
|
In Defense of the Triplet Loss for Person Re-Iden…
|
60.71
|
2017-03-22
|
|
|
DLCE
|
A Discriminatively Learned CNN Embedding for Pers…
|
59.87
|
2016-11-17
|
|
|
MSCAN
|
Learning Deep Context-aware Features over Body an…
|
57.53
|
2017-10-18
|
|
|
UTAL
|
Unsupervised Tracklet Person Re-Identification
|
46.20
|
2019-03-01
|
|
|
IDE
|
Person Re-identification: Past, Present and Future
|
46.00
|
2016-10-10
|
|
|
WARCA
|
Scalable Metric Learning via Weighted Approximate…
|
45.16
|
2016-03-01
|
|
|
Dispersion based Clustering
|
Towards better Validity: Dispersion based Cluster…
|
41.30
|
2019-06-04
|
|
|
MAR
|
Unsupervised Person Re-identification by Soft Mul…
|
40.00
|
2019-03-15
|
|
|
S-CNN
|
Gated Siamese Convolutional Neural Network Archit…
|
39.55
|
2016-07-28
|
|
|
DNS
|
Learning a Discriminative Null Space for Person R…
|
35.68
|
2016-03-07
|
|
|
CAMEL*
|
Cross-view Asymmetric Metric Learning for Unsuper…
|
26.30
|
2017-08-27
|
|
|
LOMO + XQDA
|
Person Re-identification by Local Maximal Occurre…
|
22.22
|
2014-06-17
|
|
|
PUL*
|
Unsupervised Person Re-identification: Clustering…
|
20.10
|
2017-05-30
|
|
|
LightMBN
|
Lightweight Multi-Branch Network for Person Re-Id…
|
0.50
|
2021-01-26
|
|