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Models/SPCL

SPCL

Reported on 27 benchmarks across 5 tasks · 2 papers · 6 SOTA

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

Methodology12 results

Domain AdaptationonVehicleID to VeRi-776
Rank-1· 2020-06-04
80.4
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VeRi-776
Rank-5· 2020-06-04
86.8
best: 89.05 (CORE-ReID V2)
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VeRi-776
mAP· 2020-06-04
38.9
best: 49.5 (CORE-ReID V2)
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Small
R-1· 2020-06-04
48.8
best: 76.6 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Small
R-5· 2020-06-04
72.8
best: 90.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Small
mAP· 2020-06-04
25.1
best: 40.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Large
R-1· 2020-06-04
32.7
best: 62.1 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Large
R-5· 2020-06-04
55.7
best: 79.8 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Large
mAP· 2020-06-04
16.6
best: 27.8 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Medium
R-1· 2020-06-04
42
best: 70.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Medium
R-5· 2020-06-04
66.1
best: 86.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Domain AdaptationonVehicleID to VERI-Wild Medium
mAP· 2020-06-04
21.5
best: 34.9 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713

Other12 results

Unsupervised Domain AdaptationonVehicleID to VeRi-776
Rank-1· 2020-06-04
80.4
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VeRi-776
Rank-5· 2020-06-04
86.8
best: 89.05 (CORE-ReID V2)
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VeRi-776
mAP· 2020-06-04
38.9
best: 49.5 (CORE-ReID V2)
SOTA
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Small
R-1· 2020-06-04
48.8
best: 76.6 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Small
R-5· 2020-06-04
72.8
best: 90.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Small
mAP· 2020-06-04
25.1
best: 40.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Large
R-1· 2020-06-04
32.7
best: 62.1 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Large
R-5· 2020-06-04
55.7
best: 79.8 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Large
mAP· 2020-06-04
16.6
best: 27.8 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Medium
R-1· 2020-06-04
42
best: 70.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Medium
R-5· 2020-06-04
66.1
best: 86.2 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713
Unsupervised Domain AdaptationonVehicleID to VERI-Wild Medium
mAP· 2020-06-04
21.5
best: 34.9 (CORE-ReID V2)
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID arXiv:2006.02713

Computer Vision1 result

Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2021-11-24
52.1
best: 77.7 (DCF)
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning arXiv:2111.12358

Medical1 result

Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2021-11-24
52.1
best: 77.7 (DCF)
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning arXiv:2111.12358

Miscellaneous1 result

1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2021-11-24
52.1
best: 77.7 (DCF)
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning arXiv:2111.12358