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Models/CycleGAN

CycleGAN

Reported on 37 benchmarks across 7 tasks · 3 papers · 15 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 Translationonvangogh2photo
Frechet Inception Distance· 2017-03-30
163.4
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image Translationonzebra2horse
Frechet Inception Distance· 2017-03-30
110.5
best: 112.3 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image Translationonphoto2vangogh
Frechet Inception Distance· 2017-03-30
151.4
best: 152.7 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image Translationonhorse2zebra
Frechet Inception Distance· 2017-03-30
89.7
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image ColorizationonNIR2RGB VCIP Challange Dataset
PSNR· 2017-03-30
19.59
best: 24.56 (ColorMamba)
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonObject Transfiguration (sheep-to-giraffe)
classification score· 2018-12-28
59.4
best: 78.1 (InstaGAN)
InstaGAN: Instance-aware Image-to-Image Translation arXiv:1812.10889
Image-to-Image TranslationonCityscapes Labels-to-Photo
Class IOU· 2017-03-30
0.11
best: 0.18 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonCityscapes Photo-to-Labels
Class IOU· 2017-03-30
0.16
best: 0.32 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonEdge-to-Shoes
Diversity· 2017-03-30
0.01
best: 0.109 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonCats-and-Dogs
CIS· 2017-03-30
0.076
best: 1.039 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonCats-and-Dogs
IS· 2017-03-30
0.813
best: 1.05 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image-to-Image TranslationonEdge-to-Handbags
Diversity· 2017-03-30
0.012
best: 0.175 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593

Medical11 results

Image Generationonvangogh2photo
Frechet Inception Distance· 2017-03-30
163.4
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image Generationonzebra2horse
Frechet Inception Distance· 2017-03-30
110.5
best: 112.3 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image Generationonphoto2vangogh
Frechet Inception Distance· 2017-03-30
151.4
best: 152.7 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image Generationonhorse2zebra
Frechet Inception Distance· 2017-03-30
89.7
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonObject Transfiguration (sheep-to-giraffe)
classification score· 2018-12-28
59.4
best: 78.1 (InstaGAN)
InstaGAN: Instance-aware Image-to-Image Translation arXiv:1812.10889
Image GenerationonCityscapes Labels-to-Photo
Class IOU· 2017-03-30
0.11
best: 0.18 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonCityscapes Photo-to-Labels
Class IOU· 2017-03-30
0.16
best: 0.32 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonEdge-to-Shoes
Diversity· 2017-03-30
0.01
best: 0.109 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonCats-and-Dogs
CIS· 2017-03-30
0.076
best: 1.039 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonCats-and-Dogs
IS· 2017-03-30
0.813
best: 1.05 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
Image GenerationonEdge-to-Handbags
Diversity· 2017-03-30
0.012
best: 0.175 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593

Miscellaneous11 results

1 Image, 2*2 Stitchingonvangogh2photo
Frechet Inception Distance· 2017-03-30
163.4
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 Stitchingonzebra2horse
Frechet Inception Distance· 2017-03-30
110.5
best: 112.3 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 Stitchingonphoto2vangogh
Frechet Inception Distance· 2017-03-30
151.4
best: 152.7 (PoL (CycleGAN))
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 Stitchingonhorse2zebra
Frechet Inception Distance· 2017-03-30
89.7
SOTA
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonObject Transfiguration (sheep-to-giraffe)
classification score· 2018-12-28
59.4
best: 78.1 (InstaGAN)
InstaGAN: Instance-aware Image-to-Image Translation arXiv:1812.10889
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
Class IOU· 2017-03-30
0.11
best: 0.18 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonCityscapes Photo-to-Labels
Class IOU· 2017-03-30
0.16
best: 0.32 (pix2pix)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonEdge-to-Shoes
Diversity· 2017-03-30
0.01
best: 0.109 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonCats-and-Dogs
CIS· 2017-03-30
0.076
best: 1.039 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonCats-and-Dogs
IS· 2017-03-30
0.813
best: 1.05 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593
1 Image, 2*2 StitchingonEdge-to-Handbags
Diversity· 2017-03-30
0.012
best: 0.175 (MUNIT)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks arXiv:1703.10593

Methodology1 result

Domain AdaptationonPreSIL to KITTI
AP@0.7· 2019-05-22
16.5
best: 17.1 (PointDAN)
SOTA
Domain Adaptation for Vehicle Detection from Bird's Eye View LiDAR Point Cloud Data arXiv:1905.08955

Other1 result

Unsupervised Domain AdaptationonPreSIL to KITTI
AP@0.7· 2019-05-22
16.5
best: 17.1 (PointDAN)
SOTA
Domain Adaptation for Vehicle Detection from Bird's Eye View LiDAR Point Cloud Data arXiv:1905.08955

Natural Language Processing1 result

Optical Charater RecogntiononBengali.AI Handwritten Graphemes
hierarchical macro-averaged recall
0.9762