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Datasets/FFHQ

FFHQ

Flickr-Faces-HQ

ImagesCC BY-NC-SA 4.0Introduced 2019-01-01

Flickr-Faces-HQ (FFHQ) consists of 70,000 high-quality PNG images at 1024×1024 resolution and contains considerable variation in terms of age, ethnicity and image background. It also has good coverage of accessories such as eyeglasses, sunglasses, hats, etc. The images were crawled from Flickr, thus inheriting all the biases of that website, and automatically aligned and cropped using dlib. Only images under permissive licenses were collected. Various automatic filters were used to prune the set, and finally Amazon Mechanical Turk was used to remove the occasional statues, paintings, or photos of photos.

Source: Flickr-Faces-HQ Dataset (FFHQ) Image Source: https://github.com/NVlabs/ffhq-dataset

Benchmarks

3D/ SSIM3D/LPIPS3D/PSNR3D Architecture/LPIPS3D Face Modelling/ SSIM3D Face Modelling/LPIPS3D Face Modelling/PSNR3D Face Reconstruction/ SSIM3D Face Reconstruction/LPIPS3D Face Reconstruction/PSNRDenoising/LPIPSFace Reconstruction/ SSIMFace Reconstruction/LPIPSFace Reconstruction/PSNRFacial Recognition and Modelling/ SSIMFacial Recognition and Modelling/LPIPSFacial Recognition and Modelling/PSNRImage Denoising/LPIPSImage Generation/FIDImage Generation/Clean-FID (70k)Image Generation/FID-10k-training-stepsImage Generation/ SSIMImage Generation/LPIPSImage Generation/PSNRImage Inpainting/ SSIMImage Inpainting/LPIPSImage Inpainting/PSNR

Related Benchmarks

FFHQ 1024 x 1024/Image Generation/FIDFFHQ 1024 x 1024/Image Generation/LPIPSFFHQ 1024 x 1024/Image Generation/PSNRFFHQ 1024 x 1024/Image Generation/RMSEFFHQ 1024 x 1024/Image Generation/SSIMFFHQ 1024 x 1024/Image Generation/bits/dimensionFFHQ 1024 x 1024/Image Inpainting/LPIPSFFHQ 1024 x 1024/Image Inpainting/PSNRFFHQ 1024 x 1024/Image Inpainting/RMSEFFHQ 1024 x 1024/Image Inpainting/SSIMFFHQ 1024 x 1024 - 4x upscaling/16k/FIDFFHQ 1024 x 1024 - 4x upscaling/16k/MS-SSIMFFHQ 1024 x 1024 - 4x upscaling/16k/PSNRFFHQ 1024 x 1024 - 4x upscaling/16k/SSIMFFHQ 1024 x 1024 - 4x upscaling/3D Object Super-Resolution/FIDFFHQ 1024 x 1024 - 4x upscaling/3D Object Super-Resolution/MS-SSIMFFHQ 1024 x 1024 - 4x upscaling/3D Object Super-Resolution/PSNRFFHQ 1024 x 1024 - 4x upscaling/3D Object Super-Resolution/SSIMFFHQ 1024 x 1024 - 4x upscaling/Image Super-Resolution/FIDFFHQ 1024 x 1024 - 4x upscaling/Image Super-Resolution/MS-SSIMFFHQ 1024 x 1024 - 4x upscaling/Image Super-Resolution/PSNRFFHQ 1024 x 1024 - 4x upscaling/Image Super-Resolution/SSIMFFHQ 1024 x 1024 - 4x upscaling/Super-Resolution/FIDFFHQ 1024 x 1024 - 4x upscaling/Super-Resolution/MS-SSIMFFHQ 1024 x 1024 - 4x upscaling/Super-Resolution/PSNRFFHQ 1024 x 1024 - 4x upscaling/Super-Resolution/SSIMFFHQ 128 x 128/Image Generation/FIDFFHQ 256 x 256/3D/FIDFFHQ 256 x 256/3D/KIDFFHQ 256 x 256/Image Generation/CoverageFFHQ 256 x 256/Image Generation/DensityFFHQ 256 x 256/Image Generation/FDFFHQ 256 x 256/Image Generation/FIDFFHQ 256 x 256/Image Generation/KIDFFHQ 256 x 256/Image Generation/PrecisionFFHQ 256 x 256/Image Generation/RecallFFHQ 256 x 256/Image Generation/bits/dimensionFFHQ 256 x 256 - 4x upscaling/16k/FIDFFHQ 256 x 256 - 4x upscaling/16k/MS-SSIMFFHQ 256 x 256 - 4x upscaling/16k/PSNRFFHQ 256 x 256 - 4x upscaling/16k/SSIMFFHQ 256 x 256 - 4x upscaling/3D Object Super-Resolution/FIDFFHQ 256 x 256 - 4x upscaling/3D Object Super-Resolution/MS-SSIMFFHQ 256 x 256 - 4x upscaling/3D Object Super-Resolution/PSNRFFHQ 256 x 256 - 4x upscaling/3D Object Super-Resolution/SSIMFFHQ 256 x 256 - 4x upscaling/Image Super-Resolution/FIDFFHQ 256 x 256 - 4x upscaling/Image Super-Resolution/MS-SSIMFFHQ 256 x 256 - 4x upscaling/Image Super-Resolution/PSNRFFHQ 256 x 256 - 4x upscaling/Image Super-Resolution/SSIMFFHQ 256 x 256 - 4x upscaling/Super-Resolution/FIDFFHQ 256 x 256 - 4x upscaling/Super-Resolution/MS-SSIMFFHQ 256 x 256 - 4x upscaling/Super-Resolution/PSNRFFHQ 256 x 256 - 4x upscaling/Super-Resolution/SSIMFFHQ 512 x 512/Image Generation/FIDFFHQ 512 x 512/Image Generation/P-IDSFFHQ 512 x 512/Image Generation/U-IDSFFHQ 512 x 512/Image Inpainting/FIDFFHQ 512 x 512/Image Inpainting/P-IDSFFHQ 512 x 512/Image Inpainting/U-IDSFFHQ 512 x 512 - 16x upscaling/3D/FIDFFHQ 512 x 512 - 16x upscaling/3D/LPIPSFFHQ 512 x 512 - 16x upscaling/3D/NIQEFFHQ 512 x 512 - 16x upscaling/3D Face Modelling/FIDFFHQ 512 x 512 - 16x upscaling/3D Face Modelling/LPIPSFFHQ 512 x 512 - 16x upscaling/3D Face Modelling/NIQEFFHQ 512 x 512 - 16x upscaling/3D Face Reconstruction/FIDFFHQ 512 x 512 - 16x upscaling/3D Face Reconstruction/LPIPSFFHQ 512 x 512 - 16x upscaling/3D Face Reconstruction/NIQEFFHQ 512 x 512 - 16x upscaling/Face Reconstruction/FIDFFHQ 512 x 512 - 16x upscaling/Face Reconstruction/LPIPSFFHQ 512 x 512 - 16x upscaling/Face Reconstruction/NIQEFFHQ 512 x 512 - 16x upscaling/Facial Recognition and Modelling/FIDFFHQ 512 x 512 - 16x upscaling/Facial Recognition and Modelling/LPIPSFFHQ 512 x 512 - 16x upscaling/Facial Recognition and Modelling/NIQEFFHQ 512 x 512 - 4x upscaling/16k/FEDFFHQ 512 x 512 - 4x upscaling/16k/FIDFFHQ 512 x 512 - 4x upscaling/16k/LLEFFHQ 512 x 512 - 4x upscaling/16k/LPIPSFFHQ 512 x 512 - 4x upscaling/16k/MS-SSIMFFHQ 512 x 512 - 4x upscaling/16k/NIQEFFHQ 512 x 512 - 4x upscaling/16k/PSNRFFHQ 512 x 512 - 4x upscaling/16k/SSIMFFHQ 512 x 512 - 4x upscaling/3D/FIDFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/FEDFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/FIDFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/LLEFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/LPIPSFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/MS-SSIMFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/NIQEFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/PSNRFFHQ 512 x 512 - 4x upscaling/3D Object Super-Resolution/SSIMFFHQ 512 x 512 - 4x upscaling/Image Generation/FIDFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/FEDFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/FIDFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/LLEFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/LPIPSFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/MS-SSIMFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/NIQEFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/PSNRFFHQ 512 x 512 - 4x upscaling/Image Super-Resolution/SSIMFFHQ 512 x 512 - 4x upscaling/Super-Resolution/FEDFFHQ 512 x 512 - 4x upscaling/Super-Resolution/FIDFFHQ 512 x 512 - 4x upscaling/Super-Resolution/LLEFFHQ 512 x 512 - 4x upscaling/Super-Resolution/LPIPSFFHQ 512 x 512 - 4x upscaling/Super-Resolution/MS-SSIMFFHQ 512 x 512 - 4x upscaling/Super-Resolution/NIQEFFHQ 512 x 512 - 4x upscaling/Super-Resolution/PSNRFFHQ 512 x 512 - 4x upscaling/Super-Resolution/SSIMFFHQ 64x64/Image Generation/FIDFFHQ 64x64/Image Generation/NFEFFHQ 64x64 - 4x upscaling/3D Architecture/LPIPSFFHQ 64x64 - 4x upscaling/Denoising/LPIPSFFHQ 64x64 - 4x upscaling/Image Denoising/LPIPSFFHQ 64x64 - 4x upscaling/Image Generation/FIDFFHQ-U/Image Generation/EQ-RFFHQ-U/Image Generation/EQ-TFFHQ-U/Image Generation/FIDFFHQH/Image Generation/MSEFFHQH/Image Generation/PSNR

Statistics

Papers
1,468
Benchmarks
27

Links

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Tasks

3D3D Architecture3D Face Modelling3D Face Reconstruction3D-Aware Image SynthesisDenoisingFace HallucinationFace ReconstructionFacial InpaintingFacial Recognition and ModellingImage DenoisingImage GenerationImage InpaintingImage Super-Resolution