FFHQ

Flickr-Faces-HQ

Dataset Information
Modalities
Images
Introduced
2019
License
CC BY-NC-SA 4.0
Homepage
Official Website
Contents

Overview

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

Variants: FFHQ 64x64 - 4x upscaling, FFHQ 512 x 512, FFHQ-U, FFHQ 512 x 512 - 4x upscaling, FFHQ 512 x 512 - 16x upscaling, FFHQ 256 x 256 - 4x upscaling, FFHQ 256 x 256, FFHQ 1024 x 1024 - 4x upscaling, FFHQ 1024 x 1024, FFHQ

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Image Generation StyleSwin StyleSwin: Transformer-based GAN for High-resolution … 2021-12-20
Image Generation HiT-B Improved Transformer for High-Resolution GANs 2021-06-14
Image Generation Anycost GAN Anycost GANs for Interactive Image … 2021-03-04
Image Generation StyleGAN2 Generative Adversarial Transformers 2021-03-01
Image Generation GANsformer Generative Adversarial Transformers 2021-03-01
Image Generation GAN Generative Adversarial Transformers 2021-03-01
Image Generation SAGAN Generative Adversarial Transformers 2021-03-01
Image Generation VQGAN Generative Adversarial Transformers 2021-03-01
Image Denoising BRGM Bayesian Image Reconstruction using Deep … 2020-12-08
Image Generation StyleGAN2 Analyzing and Improving the Image … 2019-12-03
Image Generation StyleGAN (no instance norm) Improved Precision and Recall Metric … 2019-04-15
Image Generation MSG-StyleGAN MSG-GAN: Multi-Scale Gradients for Generative … 2019-03-14
Image Generation StyleGAN A Style-Based Generator Architecture for … 2018-12-12

Research Papers

Recent papers with results on this dataset:

External Links: