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Models/IRG

IRG

Reported on 14 benchmarks across 2 tasks · 2 papers · 12 SOTA

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

Methodology7 results

Domain AdaptationonInBreast
AUC· 2020-03-02
0.11
best: 0.589 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonInBreast
F1-score· 2020-03-02
0.12
best: 0.758 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonInBreast
R@0.05· 2020-03-02
0.05
best: 0.06 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonInBreast
R@0.3· 2020-03-02
0.05
best: 0.45 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonInBreast
R@0.5· 2020-03-02
0.07
best: 0.65 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonInBreast
R@1.0· 2020-03-02
0.09
best: 0.92 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Domain AdaptationonCityscapes to Foggy Cityscapes
AP50· 2022-03-29
37.1
best: 50.8 (GT)
Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection arXiv:2203.15793

Computer Vision7 results

Source-Free Domain AdaptationonInBreast
AUC· 2020-03-02
0.11
best: 0.589 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonInBreast
F1-score· 2020-03-02
0.12
best: 0.758 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonInBreast
R@0.05· 2020-03-02
0.05
best: 0.06 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonInBreast
R@0.3· 2020-03-02
0.05
best: 0.45 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonInBreast
R@0.5· 2020-03-02
0.07
best: 0.65 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonInBreast
R@1.0· 2020-03-02
0.09
best: 0.92 (GT)
SOTA
Unbiased Mean Teacher for Cross-domain Object Detection arXiv:2003.00707
Source-Free Domain AdaptationonCityscapes to Foggy Cityscapes
AP50· 2022-03-29
37.1
best: 50.8 (GT)
Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection arXiv:2203.15793