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Models/pix2pixHD

pix2pixHD

Reported on 46 benchmarks across 4 tasks · 3 papers · 20 SOTA

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

Medical16 results

Image GenerationonCelebAMask-HQ
FID· 2022-03-21
67.32
best: 17.4 (SCDM)
SOTA
Sem2NeRF: Converting Single-View Semantic Masks to Neural Radiance Fields arXiv:2203.10821
Image GenerationonCityscapes Labels-to-Photo
FID· 2017-11-30
95
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonCityscapes Labels-to-Photo
mIoU· 2017-11-30
58.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonADE20K-Outdoor Labels-to-Photos
FID· 2017-11-30
97.8
best: 42.4 (CoCosNet)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-11-30
17.4
best: 40.4 (DP-GAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2017-11-30
42.8
best: 17.3 (VTGAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2017-11-30
0.00258
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonBCI
Average PSNR· 2022-04-25
19.634
best: 21.16 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image GenerationonBCI
SSIM· 2022-04-25
0.471
best: 0.477 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image GenerationonLLVIP
PSNR· 2022-04-25
11.156
best: 12.191 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image GenerationonLLVIP
SSIM· 2022-04-25
0.228
best: 0.278 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image GenerationonCelebAMask-HQ
IS· 2022-03-21
1.72
best: 2.03 (Sem2NeRF)
Sem2NeRF: Converting Single-View Semantic Masks to Neural Radiance Fields arXiv:2203.10821
Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2017-11-30
111.5
best: 13.3 (DP-SIMS (ConvNext-XL))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonCOCO-Stuff Labels-to-Photos
mIoU· 2017-11-30
14.6
best: 44.1 (OASIS)
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonADE20K Labels-to-Photos
FID· 2017-11-30
81.8
best: 22.7 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image GenerationonADE20K Labels-to-Photos
mIoU· 2017-11-30
20.3
best: 54.3 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585

Computer Vision14 results

Image-to-Image TranslationonCityscapes Labels-to-Photo
FID· 2017-11-30
95
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonCityscapes Labels-to-Photo
mIoU· 2017-11-30
58.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
FID· 2017-11-30
97.8
best: 42.4 (CoCosNet)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-11-30
17.4
best: 40.4 (DP-GAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2017-11-30
42.8
best: 17.3 (VTGAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2017-11-30
0.00258
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonBCI
Average PSNR· 2022-04-25
19.634
best: 21.16 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image-to-Image TranslationonBCI
SSIM· 2022-04-25
0.471
best: 0.477 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image-to-Image TranslationonLLVIP
PSNR· 2022-04-25
11.156
best: 12.191 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image-to-Image TranslationonLLVIP
SSIM· 2022-04-25
0.228
best: 0.278 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2017-11-30
111.5
best: 13.3 (DP-SIMS (ConvNext-XL))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
mIoU· 2017-11-30
14.6
best: 44.1 (OASIS)
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2017-11-30
81.8
best: 22.7 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
Image-to-Image TranslationonADE20K Labels-to-Photos
mIoU· 2017-11-30
20.3
best: 54.3 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585

Miscellaneous14 results

1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
FID· 2017-11-30
95
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
mIoU· 2017-11-30
58.3
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
FID· 2017-11-30
97.8
best: 42.4 (CoCosNet)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-11-30
17.4
best: 40.4 (DP-GAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
FID· 2017-11-30
42.8
best: 17.3 (VTGAN)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonFundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients
Kernel Inception Distance· 2017-11-30
0.00258
best: 0.00595 (Attention2Angio w/o Perceptual Loss + Feature Matching Loss)
SOTA
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonBCI
Average PSNR· 2022-04-25
19.634
best: 21.16 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
1 Image, 2*2 StitchingonBCI
SSIM· 2022-04-25
0.471
best: 0.477 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
1 Image, 2*2 StitchingonLLVIP
PSNR· 2022-04-25
11.156
best: 12.191 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
1 Image, 2*2 StitchingonLLVIP
SSIM· 2022-04-25
0.228
best: 0.278 (pyramidpix2pix)
BCI: Breast Cancer Immunohistochemical Image Generation through Pyramid Pix2pix arXiv:2204.11425
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2017-11-30
111.5
best: 13.3 (DP-SIMS (ConvNext-XL))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
mIoU· 2017-11-30
14.6
best: 44.1 (OASIS)
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2017-11-30
81.8
best: 22.7 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
mIoU· 2017-11-30
20.3
best: 54.3 (DP-SIMS (ConvNext-L))
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs arXiv:1711.11585

Methodology2 results

3DonCelebAMask-HQ
FID· 2022-03-21
67.32
best: 41.52 (Sem2NeRF)
SOTA
Sem2NeRF: Converting Single-View Semantic Masks to Neural Radiance Fields arXiv:2203.10821
3DonCelebAMask-HQ
IS· 2022-03-21
1.72
best: 2.03 (Sem2NeRF)
Sem2NeRF: Converting Single-View Semantic Masks to Neural Radiance Fields arXiv:2203.10821