|
DenseIL
|
Dense Interaction Learning for Video-based Person…
|
97.10
|
2021-03-16
|
|
|
CTL Model (ResNet50, 256x128)
|
On the Unreasonable Effectiveness of Centroids in…
|
96.10
|
2021-04-28
|
|
|
BPBreID (RK)
|
Body Part-Based Representation Learning for Occlu…
|
92.90
|
2022-11-07
|
|
|
Unsupervised Pre-training (ResNet101+RK)
|
Unsupervised Pre-training for Person Re-identific…
|
92.77
|
2020-12-07
|
|
|
st-ReID(RE, RK,Cam)
|
Spatial-Temporal Person Re-identification
|
92.70
|
2018-12-08
|
|
|
RGT&RGPR (RK)
|
Eliminate Deviation with Deviation for Data Augme…
|
92.70
|
2021-01-21
|
|
|
Viewpoint-Aware Loss(RK)
|
Viewpoint-Aware Loss with Angular Regularization …
|
91.80
|
2019-12-03
|
|
|
LDS (ResNet50 + RK)
|
Learning to Disentangle Scenes for Person Re-iden…
|
91.00
|
2021-11-10
|
|
|
FlipReID (with re-ranking)
|
FlipReID: Closing the Gap between Training and In…
|
90.70
|
2021-05-12
|
|
|
Adaptive L2 Regularization (with re-ranking)
|
Adaptive L2 Regularization in Person Re-Identific…
|
90.70
|
2020-07-15
|
|
|
DAAF-BoT(RK)
|
Deep Attention Aware Feature Learning for Person …
|
89.60
|
2020-03-01
|
|
|
RPTM
|
Relation Preserving Triplet Mining for Stabilisin…
|
89.20
|
2021-10-15
|
|
|
Auto-ReID(RK)
|
Auto-ReID: Searching for a Part-aware ConvNet for…
|
89.20
|
2019-03-23
|
|
|
BoT Baseline(RK)
|
Bag of Tricks and A Strong Baseline for Deep Pers…
|
89.10
|
2019-03-17
|
|
|
st-ReID+InSTD
|
Learning Instance-level Spatial-Temporal Patterns…
|
89.10
|
2021-07-31
|
|
|
Top-DB-Net + RK
|
Top-DB-Net: Top DropBlock for Activation Enhancem…
|
88.60
|
2020-10-12
|
|
|
DG-Net(RK)
|
Joint Discriminative and Generative Learning for …
|
88.31
|
2019-04-15
|
|
|
Deep Constrained Dominant Sets
|
Deep Constrained Dominant Sets for Person Re-iden…
|
86.10
|
2019-04-25
|
|
|
Parameter-Free Spatial Attention
|
Parameter-Free Spatial Attention Network for Pers…
|
85.90
|
2018-11-29
|
|
|
DiP (without RK)
|
DiP: Learning Discriminative Implicit Parts for P…
|
85.20
|
2022-12-24
|
|
|
CLIP-ReID Baseline+UFFM+AMC
|
Enhancing person re-identification via Uncertaint…
|
85.00
|
2024-05-02
|
|
|
Weakly Supervised Pre-training (ResNet50+MGN)
|
Large-Scale Pre-training for Person Re-identifica…
|
84.30
|
2022-03-30
|
|
|
BPBreID
|
Body Part-Based Representation Learning for Occlu…
|
84.20
|
2022-11-07
|
|
|
Unsupervised Pre-training (ResNet101+MGN)
|
Unsupervised Pre-training for Person Re-identific…
|
84.10
|
2020-12-07
|
|
|
SSP-ReID (RR)
|
Improved Person Re-Identification Based on Salien…
|
83.70
|
2018-07-15
|
|
|
CLIP-ReID (without re-ranking)
|
CLIP-ReID: Exploiting Vision-Language Model for I…
|
83.10
|
2022-11-25
|
|
|
FPB
|
FPB: Feature Pyramid Branch for Person Re-Identif…
|
82.90
|
2021-08-04
|
|
|
TransReID (w/o RK)
|
TransReID: Transformer-based Object Re-Identifica…
|
82.10
|
2021-02-08
|
|
|
MPN (without re-ranking)
|
Multi-task Learning with Coarse Priors for Robust…
|
82.00
|
2020-03-18
|
|
|
Cluster-level Alignment (Resnet50 w/o RK)
|
Cluster-level Feature Alignment for Person Re-ide…
|
81.84
|
2020-08-15
|
|
|
Deep Miner (w/o ReRank)
|
Deep Miner: A Deep and Multi-branch Network which…
|
81.80
|
2021-02-18
|
|
|
PLIP-RN50-MGN
|
PLIP: Language-Image Pre-training for Person Repr…
|
81.70
|
2023-05-15
|
|
|
FlipReID (without re-ranking)
|
FlipReID: Closing the Gap between Training and In…
|
81.50
|
2021-05-12
|
|
|
APNet-C
|
Person Re-identification via Attention Pyramid
|
81.50
|
2021-08-11
|
|
|
CACENET (ResNet50 w/o RK)
|
Devil's in the Details: Aligning Visual Clues for…
|
81.29
|
2020-09-11
|
|
|
PLR-OSNet
|
Learning Diverse Features with Part-Level Resolut…
|
81.20
|
2020-01-21
|
|
|
Adaptive L2 Regularization (without re-ranking)
|
Adaptive L2 Regularization in Person Re-Identific…
|
81.00
|
2020-07-15
|
|
|
CAL
|
Counterfactual Attention Learning for Fine-Graine…
|
80.50
|
2021-08-19
|
|
|
Compact-ReID (6.4M w/o RK)
|
Compact Network Training for Person ReID
|
80.30
|
2019-10-15
|
|
|
ISP
|
Identity-Guided Human Semantic Parsing for Person…
|
80.00
|
2020-07-27
|
|
|
DaRe(De)+RE+RR [wang2018resource]
|
Resource Aware Person Re-identification across Mu…
|
80.00
|
2018-05-22
|
|
|
ReMix
|
ReMix: Training Generalized Person Re-identificat…
|
79.80
|
2024-10-29
|
|
|
PSE+ ECN (rank-dist)
|
A Pose-Sensitive Embedding for Person Re-Identifi…
|
79.80
|
2017-11-28
|
|
|
IS-GAN
|
Learning Disentangled Representation for Robust P…
|
79.50
|
2019-10-26
|
|
|
+ Re-weighting
|
Explainable Person Re-Identification with Attribu…
|
79.10
|
2021-03-02
|
|
|
ReID strong baseline (IBN-Net50-a)
|
A Strong Baseline and Batch Normalization Neck fo…
|
79.10
|
2019-06-19
|
|
|
Pyramid (CVPR'19)
|
Pyramidal Person Re-IDentification via Multi-Loss…
|
79.00
|
2018-10-29
|
|
|
Compact-ReID (2.9M w/o RK)
|
Compact Network Training for Person ReID
|
78.90
|
2019-10-15
|
|
|
GPS (without re-ranking)
|
Graph-based Person Signature for Person Re-Identi…
|
78.70
|
2021-04-14
|
|
|
ABD-Net (ResNet-50)
|
ABD-Net: Attentive but Diverse Person Re-Identifi…
|
78.59
|
2019-08-03
|
|
|
MGN
|
Learning Discriminative Features with Multiple Gr…
|
78.40
|
2018-04-04
|
|
|
DAAF-BoT
|
Deep Attention Aware Feature Learning for Person …
|
77.90
|
2020-03-01
|
|
|
CAP
|
Camera-aware Proxies for Unsupervised Person Re-I…
|
76.00
|
2020-12-19
|
|
|
DG-Net
|
Joint Discriminative and Generative Learning for …
|
74.80
|
2019-04-15
|
|
|
Bias-controlled Adversarial Training
|
Person Re-identification with Bias-controlled Adv…
|
74.80
|
2019-03-30
|
|
|
HPM
|
Horizontal Pyramid Matching for Person Re-identif…
|
74.30
|
2018-04-14
|
|
|
OSNet (ICCV'19)
|
Omni-Scale Feature Learning for Person Re-Identif…
|
73.50
|
2019-05-02
|
|
|
Top-DB-Net
|
Top-DB-Net: Top DropBlock for Activation Enhancem…
|
73.50
|
2020-10-12
|
|
|
P2-Net (triplet loss)
|
Beyond Human Parts: Dual Part-Aligned Representat…
|
73.10
|
2019-10-22
|
|
|
CBN+BoT*
|
Rethinking the Distribution Gap of Person Re-iden…
|
70.10
|
2020-01-23
|
|
|
PCB (RPP)
|
Beyond Part Models: Person Retrieval with Refined…
|
69.20
|
2017-11-26
|
|
|
SSP-ReID
|
Improved Person Re-Identification Based on Salien…
|
68.60
|
2018-07-15
|
|
|
Proposed SGGNN
|
Person Re-identification with Deep Similarity-Gui…
|
68.20
|
2018-07-26
|
|
|
CBN
|
Rethinking the Distribution Gap of Person Re-iden…
|
67.30
|
2020-01-23
|
|
|
PAN + re-rank
|
Pedestrian Alignment Network for Large-scale Pers…
|
66.74
|
2017-07-03
|
|
|
PCB (UP)
|
Beyond Part Models: Person Retrieval with Refined…
|
66.10
|
2017-11-26
|
|
|
FD-GAN
|
FD-GAN: Pose-guided Feature Distilling GAN for Ro…
|
64.50
|
2018-10-06
|
|
|
SVDNet + Random Erasing
|
Random Erasing Data Augmentation
|
62.40
|
2017-08-16
|
|
|
Incremental Learning
|
Incremental Learning in Person Re-Identification
|
60.20
|
2018-08-20
|
|
|
OGNet
|
Parameter-Efficient Person Re-identification in t…
|
57.89
|
2020-06-08
|
|
|
IDE* + CamStyle + Random Erasing
|
Camera Style Adaptation for Person Re-identificat…
|
57.61
|
2017-11-28
|
|
|
SVDNet
|
SVDNet for Pedestrian Retrieval
|
56.80
|
2017-03-16
|
|
|
TriNet + Random Erasing
|
Random Erasing Data Augmentation
|
56.60
|
2017-08-16
|
|
|
TriNet
|
In Defense of the Triplet Loss for Person Re-Iden…
|
53.50
|
2017-03-22
|
|
|
APR
|
Improving Person Re-identification by Attribute a…
|
51.88
|
2017-03-21
|
|
|
IDE*
|
Camera Style Adaptation for Person Re-identificat…
|
51.83
|
2017-11-28
|
|
|
PAN
|
Pedestrian Alignment Network for Large-scale Pers…
|
51.51
|
2017-07-03
|
|
|
DLCE
|
A Discriminatively Learned CNN Embedding for Pers…
|
49.30
|
2016-11-17
|
|
|
ShuffleNetV2 [zhang2018shufflenet]
|
ShuffleNet: An Extremely Efficient Convolutional …
|
48.09
|
2017-07-04
|
|
|
MAR
|
Unsupervised Person Re-identification by Soft Mul…
|
48.00
|
2019-03-15
|
|
|
OIM
|
Joint Detection and Identification Feature Learni…
|
47.40
|
2016-04-07
|
|
|
GAN
|
Unlabeled Samples Generated by GAN Improve the Pe…
|
47.13
|
2017-01-26
|
|
|
IDE
|
Person Re-identification: Past, Present and Future
|
44.99
|
2016-10-10
|
|
|
UTAL
|
Unsupervised Tracklet Person Re-Identification
|
44.60
|
2019-03-01
|
|
|
PointNet++ (MSG) [qi2017pointnet++]
|
PointNet++: Deep Hierarchical Feature Learning on…
|
39.36
|
2017-06-07
|
|
|
Dispersion based Clustering
|
Towards better Validity: Dispersion based Cluster…
|
30.00
|
2019-06-04
|
|
|
SPGAN+LMP*
|
Image-Image Domain Adaptation with Preserved Self…
|
26.20
|
2017-11-19
|
|
|
LOMO + XQDA
|
Person Re-identification by Local Maximal Occurre…
|
17.04
|
2014-06-17
|
|
|
PUL*
|
Unsupervised Person Re-identification: Clustering…
|
16.40
|
2017-05-30
|
|