Datasets › DeepFashion

DeepFashion

Introduced by Ziwei Liu et al. in DeepFashion: Powering Robust Clothes Recognition and Retrieval With Rich Annotations1 Jan 2016 archive 2025-07-28

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

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Pose Transfer	Deep-Fashion	DiOr SSIM 0.806	Dressing in Order: Recurrent Person Image Generation for...	cuiaiyu/dressing-in-order	12	Compare
Image-to-Image Translation	Deep-Fashion	INADE FID 9.97	Diverse Semantic Image Synthesis via Probability...	tzt101/INADE	2	Compare
Virtual Try-on	Deep-Fashion	MG-VTON IS 3.03	Towards Multi-pose Guided Virtual Try-on Network	—	2	Compare
Image Retrieval	DeepFashion	RCCapsNet Recall@20 84.6	Fashion Image Retrieval with Capsule Networks	birdortyedi/image-retrieval-with-capsules	1	Compare
Text-to-3D-Human Generation	DeepFashion	CCH CLIP Score 25.031	Text-guided 3D Human Generation from 2D Collections	—	1	Compare

Papers archive 2025-07-28

18 shown of 18 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 397. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Learning Flow Fields in Attention for Controllable Person Image Generation	1	1	11 Dec 2024	ran 0 of 6 samples (6 unverified)
Text-guided 3D Human Generation from 2D Collections	0	1	23 May 2023	not harvested
UPGPT: Universal Diffusion Model for Person Image Generation, Editing and Pose Transfer	1	1	18 Apr 2023	not harvested
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing	1	1	14 Apr 2021	not harvested
Diverse Semantic Image Synthesis via Probability Distribution Modeling	1	1	11 Mar 2021	ran 3 of 5 samples (2 unverified; 5 pointer-only for licence)
Bipartite Graph Reasoning GANs for Person Image Generation	1	1	10 Aug 2020	not harvested
XingGAN for Person Image Generation	2	1	17 Jul 2020	not harvested
Region-adaptive Texture Enhancement for Detailed Person Image Synthesis	1	1	26 May 2020	not harvested
Cross-domain Correspondence Learning for Exemplar-based Image Translation	3	1	12 Apr 2020	ran 1 of 3 samples (2 unverified)
Controllable Person Image Synthesis with Attribute-Decomposed GAN	2	1	27 Mar 2020	ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Guided Image-to-Image Translation with Bi-Directional Feature Transformation	1	1	24 Oct 2019	not harvested
Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis	1	1	5 Sep 2019	not harvested
Fashion Image Retrieval with Capsule Networks	1	1	26 Aug 2019	not harvested
Progressive Pose Attention Transfer for Person Image Generation	2	1	6 Apr 2019	ran 0 of 9 samples (9 unverified)
Towards Multi-pose Guided Virtual Try-on Network	0	1	28 Feb 2019	not harvested
Deformable GANs for Pose-based Human Image Generation	1	1	29 Dec 2017	not harvested
Disentangled Person Image Generation	1	1	7 Dec 2017	not harvested
Pose Guided Person Image Generation	2	1	25 May 2017	not harvested

Dataset loaders archive 2025-07-28

open-mmlab/mmdetection open-mmlab/mmdetectionpytorch

open-mmlab/mmpose open-mmlab/mmposepytorch

2 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Image Retrieval Image-to-Image Translation Virtual Try-on Pose Transfer Unsupervised Human Pose Estimation Text-to-3D-Human Generation

License archive 2025-07-28

Custom (research-only, non-commercial, attribution)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

Deep-Fashion
DeepFashion

2 variant names, as the archive lists them.

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