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Models/FCNs in the wild

FCNs in the wild

Reported on 9 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision3 results

Image-to-Image TranslationonSYNTHIA Fall-to-Winter
mIoU· 2016-12-08
59.6
best: 63.3 (CyCADA)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2016-12-08
20.2
best: 74.8 (HRDA + PiPa)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2016-12-08
27.1
best: 77.7 (DCF)
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649

Medical3 results

Image GenerationonSYNTHIA Fall-to-Winter
mIoU· 2016-12-08
59.6
best: 63.3 (CyCADA)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2016-12-08
20.2
best: 74.8 (HRDA + PiPa)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2016-12-08
27.1
best: 77.7 (DCF)
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649

Miscellaneous3 results

1 Image, 2*2 StitchingonSYNTHIA Fall-to-Winter
mIoU· 2016-12-08
59.6
best: 63.3 (CyCADA)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2016-12-08
20.2
best: 74.8 (HRDA + PiPa)
SOTA
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2016-12-08
27.1
best: 77.7 (DCF)
FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation arXiv:1612.02649