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Models/DG-Net

DG-Net

Reported on 56 benchmarks across 3 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision24 results

Person Re-IdentificationonMSMT17
Rank-1· 2019-04-15
77.2
best: 91.7 (SOLIDER (with re-ranking))
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17
Rank-10· 2019-04-15
90.5
best: 96 (PCL-CLIP (L_pcl+L_id))
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17
Rank-5· 2019-04-15
87.4
best: 94.7 (PCL-CLIP (L_pcl+L_id))
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17
mAP· 2019-04-15
52.3
best: 86.7 (CLIP-ReID (with re-ranking))
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonUAV-Human
Rank-1· 2019-04-15
65.81
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonUAV-Human
Rank-5· 2019-04-15
85.71
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17->Market-1501
Rank-1· 2019-04-15
61.76
best: 71.1 (OSNet-AIN)
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17->Market-1501
Rank-10· 2019-04-15
83.25
best: 86.4 (OSNet-AIN)
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17->Market-1501
Rank-5· 2019-04-15
77.67
best: 83.3 (OSNet-AIN)
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMSMT17->Market-1501
mAP· 2019-04-15
33.62
best: 52.7 (OSNet-AIN)
SOTA
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501-C
Rank-1· 2019-04-15
31.75
best: 53.19 (TransReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501-C
mAP· 2019-04-15
9.96
best: 27.38 (TransReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501-C
mINP· 2019-04-15
0.35
best: 1.98 (TransReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501
Rank-1· 2019-04-15
94.8
best: 98 (st-ReID(RE, RK))
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501
mAP· 2019-04-15
86
best: 96.21 (Unsupervised Pre-training (ResNet101+RK))
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonUAV-Human
mAP· 2019-04-15
61.97
best: 63.41 (Tricks)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonDukeMTMC-reID
Rank-1· 2019-04-15
86.6
best: 95.6 (CTL Model (ResNet50, 256x128))
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonDukeMTMC-reID
mAP· 2019-04-15
74.8
best: 97.1 (DenseIL)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonCUHK03
MAP· 2019-04-15
61.1
best: 94.3 (Proposed SGGNN)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonCUHK03
Rank-1· 2019-04-15
65.6
best: 97.8 (AlignedReID (RK))
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501->MSMT17
Rank-1· 2019-04-15
17.11
best: 69.5 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501->MSMT17
Rank-10· 2019-04-15
26.66
best: 84.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501->MSMT17
Rank-5· 2019-04-15
31.62
best: 80.3 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Person Re-IdentificationonMarket-1501->MSMT17
mAP· 2019-04-15
5.41
best: 41.9 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223

Methodology16 results

Domain AdaptationonDuke to MSMT
mAP· 2019-04-15
6.35
best: 45.2 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to MSMT
rank-1· 2019-04-15
20.59
best: 72.2 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to MSMT
rank-10· 2019-04-15
37.04
best: 86.3 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to MSMT
rank-5· 2019-04-15
31.67
best: 82.9 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to MSMT
mAP· 2019-04-15
5.41
best: 44.1 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to MSMT
rank-1· 2019-04-15
17.11
best: 71.3 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to MSMT
rank-10· 2019-04-15
31.62
best: 86 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to MSMT
rank-5· 2019-04-15
26.66
best: 82.4 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to Duke
mAP· 2019-04-15
24.25
best: 74.8 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to Duke
rank-1· 2019-04-15
42.62
best: 85 (CCTSE)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to Duke
rank-10· 2019-04-15
64.63
best: 94.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonMarket to Duke
rank-5· 2019-04-15
58.57
best: 92.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to Market
mAP· 2019-04-15
26.83
best: 84.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to Market
rank-1· 2019-04-15
56.12
best: 93.6 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to Market
rank-10· 2019-04-15
78.12
best: 98.7 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Domain AdaptationonDuke to Market
rank-5· 2019-04-15
72.18
best: 97.7 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223

Other16 results

Unsupervised Domain AdaptationonDuke to MSMT
mAP· 2019-04-15
6.35
best: 45.2 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to MSMT
rank-1· 2019-04-15
20.59
best: 72.2 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to MSMT
rank-10· 2019-04-15
37.04
best: 86.3 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to MSMT
rank-5· 2019-04-15
31.67
best: 82.9 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to MSMT
mAP· 2019-04-15
5.41
best: 44.1 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to MSMT
rank-1· 2019-04-15
17.11
best: 71.3 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to MSMT
rank-10· 2019-04-15
31.62
best: 86 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to MSMT
rank-5· 2019-04-15
26.66
best: 82.4 (CORE-ReID V2)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to Duke
mAP· 2019-04-15
24.25
best: 74.8 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to Duke
rank-1· 2019-04-15
42.62
best: 85 (CCTSE)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to Duke
rank-10· 2019-04-15
64.63
best: 94.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonMarket to Duke
rank-5· 2019-04-15
58.57
best: 92.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to Market
mAP· 2019-04-15
26.83
best: 84.4 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to Market
rank-1· 2019-04-15
56.12
best: 93.6 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to Market
rank-10· 2019-04-15
78.12
best: 98.7 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223
Unsupervised Domain AdaptationonDuke to Market
rank-5· 2019-04-15
72.18
best: 97.7 (CORE-ReID)
Joint Discriminative and Generative Learning for Person Re-identification arXiv:1904.07223