DeepFashion

ImagesCustom (research-only, non-commercial, attribution)Introduced 2016-01-01

DeepFashion is a dataset containing around 800K diverse fashion images with their rich annotations (46 categories, 1,000 descriptive attributes, bounding boxes and landmark information) ranging from well-posed product images to real-world-like consumer photos.

Source: A Benchmark for Inpainting of Clothing Images with Irregular Holes

Benchmarks

Image Retrieval/Recall@20 Text-to-3D-Human Generation/CLIP Score Text-to-3D-Human Generation/Depth Error Text-to-3D-Human Generation/Fashion Accuracy Text-to-3D-Human Generation/Frechet Inception Distance Text-to-3D-Human Generation/Percentage of Correct Keypoints

Related Benchmarks

DeepFashion - Consumer-to-shop/Image Retrieval/Rank-1 DeepFashion - Consumer-to-shop/Image Retrieval/Rank-10 DeepFashion - Consumer-to-shop/Image Retrieval/Rank-20 DeepFashion - Consumer-to-shop/Image Retrieval/Rank-50 DeepFashion - Consumer-to-shop/Image Retrieval/mAP