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Datasets/CelebA

CelebA

CelebFaces Attributes Dataset

ImagesIntroduced 2015-01-01

CelebFaces Attributes dataset contains 202,599 face images of the size 178×218 from 10,177 celebrities, each annotated with 40 binary labels indicating facial attributes like hair color, gender and age.

Source: Show, Attend and Translate: Unpaired Multi-Domain Image-to-Image Translation with Visual Attention Image Source: http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html

Benchmarks

1 Image, 2*2 Stitchi/FID 1 Image, 2*2 Stitchi/PSNR 1 Image, 2*2 Stitchi/SSIM 10-shot image generation/FID 10-shot image generation/PSNR 10-shot image generation/SSIM 16k/FID 16k/PSNR 16k/SSIM 3D Object Super-Resolution/FID 3D Object Super-Resolution/PSNR 3D Object Super-Resolution/SSIM Concept-based Classification/Task Accuracy (%)Concept-based Classification/Concept Accuracy (%)Image Attribution/Insertion AUC score (ArcFace ResNet-101)Image Attribution/Deletion AUC score (ArcFace ResNet-101)Image Classification/Task Accuracy (%)Image Classification/Concept Accuracy (%)Image Colorization/Consistency Image Colorization/FID Image Deblurring/FID Image Deblurring/PSNR Image Deblurring/SSIM Image Generation/bpd (8-bits)Image Generation/FID Image Generation/PSNR Image Generation/SSIM Image Generation/LPIPS Image Inpainting/FID Image Inpainting/PSNR Image Inpainting/SSIM Image Inpainting/LPIPS Image Super-Resolution/FID Image Super-Resolution/PSNR Image Super-Resolution/SSIM Interpretability Techniques for Deep Learning/Insertion AUC score Multi-Task Learning/Error Super-Resolution/FID Super-Resolution/PSNR Super-Resolution/SSIM Transfer Learning/Error

Related Benchmarks

CelebA + AFLW Unaligned/3D/MOS CelebA + AFLW Unaligned/3D/MS-SSIM CelebA + AFLW Unaligned/3D/PSNR CelebA + AFLW Unaligned/3D/SSIM CelebA + AFLW Unaligned/3D Face Modelling/MOS CelebA + AFLW Unaligned/3D Face Modelling/MS-SSIM CelebA + AFLW Unaligned/3D Face Modelling/PSNR CelebA + AFLW Unaligned/3D Face Modelling/SSIM CelebA + AFLW Unaligned/3D Face Reconstruction/MOS CelebA + AFLW Unaligned/3D Face Reconstruction/MS-SSIM CelebA + AFLW Unaligned/3D Face Reconstruction/PSNR CelebA + AFLW Unaligned/3D Face Reconstruction/SSIM CelebA + AFLW Unaligned/Face Reconstruction/MOS CelebA + AFLW Unaligned/Face Reconstruction/MS-SSIM CelebA + AFLW Unaligned/Face Reconstruction/PSNR CelebA + AFLW Unaligned/Face Reconstruction/SSIM CelebA + AFLW Unaligned/Facial Recognition and Modelling/MOS CelebA + AFLW Unaligned/Facial Recognition and Modelling/MS-SSIM CelebA + AFLW Unaligned/Facial Recognition and Modelling/PSNR CelebA + AFLW Unaligned/Facial Recognition and Modelling/SSIM CelebA 128x128/Image Generation/FID CelebA 128x128/Image Generation/Inception score CelebA 128x128/Image Generation/MS-SSIM CelebA 256x256/Image Generation/FID CelebA 256x256/Image Generation/bpd CelebA 256x256/Image Generation/bpd (8-bits)CelebA 64x64/Image Classification/Accuracy CelebA 64x64/Image Generation/FID CelebA 64x64/Image Generation/FID_CLIP CelebA 64x64/Image Generation/Model Size (MB)CelebA 64x64/Image Generation/Precision CelebA 64x64/Image Generation/Recall CelebA 64x64/Image Generation/bits/dimension CelebA Aligned/3D/MOS CelebA Aligned/3D/MS-SSIM CelebA Aligned/3D/PSNR CelebA Aligned/3D/SSIM CelebA Aligned/3D Face Modelling/MOS CelebA Aligned/3D Face Modelling/MS-SSIM CelebA Aligned/3D Face Modelling/PSNR CelebA Aligned/3D Face Modelling/SSIM CelebA Aligned/3D Face Reconstruction/MOS CelebA Aligned/3D Face Reconstruction/MS-SSIM CelebA Aligned/3D Face Reconstruction/PSNR CelebA Aligned/3D Face Reconstruction/SSIM CelebA Aligned/Face Reconstruction/MOS CelebA Aligned/Face Reconstruction/MS-SSIM CelebA Aligned/Face Reconstruction/PSNR CelebA Aligned/Face Reconstruction/SSIM CelebA Aligned/Facial Recognition and Modelling/MOS CelebA Aligned/Facial Recognition and Modelling/MS-SSIM CelebA Aligned/Facial Recognition and Modelling/PSNR CelebA Aligned/Facial Recognition and Modelling/SSIM CelebA+masks/3D/Accuracy CelebA+masks/3D Face Modelling/Accuracy CelebA+masks/3D Face Reconstruction/Accuracy CelebA+masks/Face Recognition/Accuracy CelebA+masks/Face Reconstruction/Accuracy CelebA+masks/Facial Recognition and Modelling/Accuracy CelebA-5/Few-Shot Image Classification/Error Rate CelebA-5/Generalized Few-Shot Classification/Error Rate CelebA-5/Generalized Few-Shot Learning/Error Rate CelebA-5/Image Classification/Error Rate CelebA-5/Long-tail Learning/Error Rate CelebA-HQ/1 Image, 2*2 Stitching/FID CelebA-HQ/1 Image, 2*2 Stitching/LPIPS CelebA-HQ/Blind Face Restoration/FID CelebA-HQ/Blind Face Restoration/LPIPS CelebA-HQ/Blind Face Restoration/PSNR CelebA-HQ/Image Generation/FID CelebA-HQ/Image Generation/FLD CelebA-HQ/Image Generation/LPIPS CelebA-HQ/Image Generation/P-IDS CelebA-HQ/Image Generation/U-IDS CelebA-HQ/Image Inpainting/FID CelebA-HQ/Image Inpainting/P-IDS CelebA-HQ/Image Inpainting/U-IDS CelebA-HQ/Image-to-Image Translation/FID CelebA-HQ/Image-to-Image Translation/LPIPS CelebA-HQ 1024x1024/Image Generation/FID CelebA-HQ 1024x1024/Image Generation/NFE CelebA-HQ 1024x1024/Image Generation/bits/dimension CelebA-HQ 128x128/16k/Consistency CelebA-HQ 128x128/16k/PSNR CelebA-HQ 128x128/16k/SSIM CelebA-HQ 128x128/3D Object Super-Resolution/Consistency CelebA-HQ 128x128/3D Object Super-Resolution/PSNR CelebA-HQ 128x128/3D Object Super-Resolution/SSIM CelebA-HQ 128x128/Image Generation/FID CelebA-HQ 128x128/Image Generation/IS CelebA-HQ 128x128/Image Generation/Inception score CelebA-HQ 128x128/Image Super-Resolution/Consistency CelebA-HQ 128x128/Image Super-Resolution/PSNR CelebA-HQ 128x128/Image Super-Resolution/SSIM CelebA-HQ 128x128/Super-Resolution/Consistency CelebA-HQ 128x128/Super-Resolution/PSNR CelebA-HQ 128x128/Super-Resolution/SSIM CelebA-HQ 256x256/Density Estimation/Log-likelihood CelebA-HQ 256x256/Image Generation/FID CelebA-HQ 256x256/Image Generation/NFE CelebA-HQ 256x256/Image Generation/Precision CelebA-HQ 256x256/Image Generation/Recall CelebA-HQ 256x256/Image Generation/bits/dimension CelebA-HQ 256x256/Image Generation/clean-FID CelebA-HQ 512x512/Image Generation/FID CelebA-HQ 512x512/Image Generation/NFE CelebA-HQ 512x512/Image Generation/Recall CelebA-HQ 64x64/Image Generation/FID CelebA-Spoof-Enroll5/3D/AUC CelebA-Spoof-Enroll5/3D Face Modelling/AUC CelebA-Spoof-Enroll5/3D Face Reconstruction/AUC CelebA-Spoof-Enroll5/Depth And Camera Motion/AUC CelebA-Spoof-Enroll5/Depth Estimation/AUC CelebA-Spoof-Enroll5/Face Reconstruction/AUC CelebA-Spoof-Enroll5/Facial Recognition and Modelling/AUC CelebA-Spoof-Enroll5/Visual Odometry/AUC CelebA-Test/Blind Face Restoration/Deg.CelebA-Test/Blind Face Restoration/FID CelebA-Test/Blind Face Restoration/IDS CelebA-Test/Blind Face Restoration/LPIPS CelebA-Test/Blind Face Restoration/NIQE CelebA-Test/Blind Face Restoration/PSNR CelebA-Test/Blind Face Restoration/SSIM CelebAMask-HQ/2D Semantic Segmentation/Mean F1 CelebAMask-HQ/3D/FID CelebAMask-HQ/3D/IS CelebAMask-HQ/Conditional Image Generation/FID CelebAMask-HQ/Conditional Image Generation/LPIPS CelebAMask-HQ/Conditional Image Generation/mIoU CelebAMask-HQ/Image Generation/FID CelebAMask-HQ/Image Generation/IS CelebAMask-HQ/Image Generation/LPIPS CelebAMask-HQ/Image Generation/S-FID CelebAMask-HQ/Image Generation/mIoU CelebAMask-HQ/Reconstruction/PSNR CelebAMask-HQ/Reconstruction/R-FID CelebAMask-HQ/Scene Parsing/Mean F1

Statistics

Papers: 3,477
Benchmarks: 41

Links

Tasks

1 Image, 2*2 Stitchi 10-shot image generation 16k 3D Object Super-Resolution Blind Face Restoration Concept-based Classification Face Alignment Facial Expression Translation HairColor/Bias-conflicting HairColor/Unbiased HeavyMakeup/Bias-conflicting HeavyMakeup/Unbiased Image Attribution Image Classification Image Colorization Image Compressed Sensing Image Deblurring Image Generation Image Inpainting Image Super-Resolution Interpretability Techniques for Deep Learning Long-tail Learning Multi-Task Learning Physical Attribute Prediction Super-Resolution Transfer Learning