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Models/U-GAT-IT

U-GAT-IT

Reported on 36 benchmarks across 3 tasks · 1 paper · 33 SOTA

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

Computer Vision12 results

Image-to-Image Translationondog2cat
Kernel Inception Distance· 2019-07-25
8.15
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonvangogh2photo
Kernel Inception Distance· 2019-07-25
5.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonzebra2horse
Kernel Inception Distance· 2019-07-25
7.47
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonphoto2vangogh
Kernel Inception Distance· 2019-07-25
4.28
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonanime-to-selfie
Kernel Inception Distance· 2019-07-25
11.52
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationoncat2dog
Kernel Inception Distance· 2019-07-25
7.07
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonportrait2photo
Kernel Inception Distance· 2019-07-25
1.69
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonselfie-to-anime
Kernel Inception Distance· 2019-07-25
11.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonhorse2zebra
Kernel Inception Distance· 2019-07-25
7.06
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image Translationonphoto2portrait
Kernel Inception Distance· 2019-07-25
1.79
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image TranslationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2019-07-25
24.5
best: 17.3 (VTGAN)
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image-to-Image TranslationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2019-07-25
0.00131
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830

Medical12 results

Image Generationondog2cat
Kernel Inception Distance· 2019-07-25
8.15
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonvangogh2photo
Kernel Inception Distance· 2019-07-25
5.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonzebra2horse
Kernel Inception Distance· 2019-07-25
7.47
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonphoto2vangogh
Kernel Inception Distance· 2019-07-25
4.28
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonanime-to-selfie
Kernel Inception Distance· 2019-07-25
11.52
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationoncat2dog
Kernel Inception Distance· 2019-07-25
7.07
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonportrait2photo
Kernel Inception Distance· 2019-07-25
1.69
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonselfie-to-anime
Kernel Inception Distance· 2019-07-25
11.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonhorse2zebra
Kernel Inception Distance· 2019-07-25
7.06
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image Generationonphoto2portrait
Kernel Inception Distance· 2019-07-25
1.79
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image GenerationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2019-07-25
24.5
best: 17.3 (VTGAN)
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
Image GenerationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2019-07-25
0.00131
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830

Miscellaneous12 results

1 Image, 2*2 Stitchingondog2cat
Kernel Inception Distance· 2019-07-25
8.15
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonvangogh2photo
Kernel Inception Distance· 2019-07-25
5.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonzebra2horse
Kernel Inception Distance· 2019-07-25
7.47
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonphoto2vangogh
Kernel Inception Distance· 2019-07-25
4.28
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonanime-to-selfie
Kernel Inception Distance· 2019-07-25
11.52
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingoncat2dog
Kernel Inception Distance· 2019-07-25
7.07
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonportrait2photo
Kernel Inception Distance· 2019-07-25
1.69
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonselfie-to-anime
Kernel Inception Distance· 2019-07-25
11.61
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonhorse2zebra
Kernel Inception Distance· 2019-07-25
7.06
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 Stitchingonphoto2portrait
Kernel Inception Distance· 2019-07-25
1.79
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 StitchingonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2019-07-25
24.5
best: 17.3 (VTGAN)
SOTA
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830
1 Image, 2*2 StitchingonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2019-07-25
0.00131
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation arXiv:1907.10830