Generating High-Resolution Fashion Model Images Wearing Custom Outfits
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Abstract (arXiv)
Visualizing an outfit is an essential part of shopping for clothes. Due to the combinatorial aspect of combining fashion articles, the available images are limited to a pre-determined set of outfits. In this paper, we broaden these visualizations by generating high-resolution images of fashion models wearing a custom outfit under an input body pose. We show that our approach can not only transfer the style and the pose of one generated outfit to another, but also create realistic images of human bodies and garments.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 23 Aug 2019.
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Citing papers per year: 2021: 8; 2022: 5; 2023: 0; 2024: 1; 2025: 0; 2026: 1.
15 papers.
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- 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 162
- 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generationcited by 144
- 2021Point-Based Modeling of Human Clothingcited by 37
- 2021TryOnGAN: Body-Aware Try-On via Layered Interpolationcited by 31
- 20213D-Aware Semantic-Guided Generative Model for Human Synthesiscited by 31
- 2022Text2Human: Text-Driven Controllable Human Image Generationcited by 31
- 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
- 2021Shape Controllable Virtual Try-on for Underwear Modelscited by 8
- 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
- 2022FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashioncited by 4
- 2021Directional GAN: A Novel Conditioning Strategy for Generative Networkscited by 1
- 2022Significance of Skeleton-based Features in Virtual Try-Oncited by 1
3 more
- 2021Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail Generationcited by 0
- 2024Significance of Anatomical Constraints in Virtual Try-Oncited by 0
- 2026Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Conditioncited by 0
- 2026Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition11 May 2026
- 2024Significance of Anatomical Constraints in Virtual Try-On4 Jan 2024
- 2022Significance of Skeleton-based Features in Virtual Try-On17 Aug 2022
- 2022FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion23 Jun 2022
- 2022Text2Human: Text-Driven Controllable Human Image Generation31 May 2022
- 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generation25 Apr 2022
- 2022Dress Code: High-Resolution Multi-Category Virtual Try-On18 Apr 2022
- 20213D-Aware Semantic-Guided Generative Model for Human Synthesis2 Dec 2021
- 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industry28 Oct 2021
- 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesis5 Sep 2021
- 2021Shape Controllable Virtual Try-on for Underwear Models28 Jul 2021
- 2021Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail Generation8 Jul 2021
3 more
- 2021Directional GAN: A Novel Conditioning Strategy for Generative Networks12 May 2021
- 2021Point-Based Modeling of Human Clothing16 Apr 2021
- 2021TryOnGAN: Body-Aware Try-On via Layered Interpolation6 Jan 2021
- 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 162
- 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generationcited by 144
- 2021Point-Based Modeling of Human Clothingcited by 37
- 2021TryOnGAN: Body-Aware Try-On via Layered Interpolationcited by 31
- 20213D-Aware Semantic-Guided Generative Model for Human Synthesiscited by 31
- 2022Text2Human: Text-Driven Controllable Human Image Generationcited by 31
- 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
- 2021Shape Controllable Virtual Try-on for Underwear Modelscited by 8
- 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industrycited by 4
- 2022FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashioncited by 4
- 2021Directional GAN: A Novel Conditioning Strategy for Generative Networkscited by 1
- 2022Significance of Skeleton-based Features in Virtual Try-Oncited by 1
12 most cited of 15 All 15 (JSON)
- 2026Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition11 May 2026
- 2024Significance of Anatomical Constraints in Virtual Try-On4 Jan 2024
- 2022Significance of Skeleton-based Features in Virtual Try-On17 Aug 2022
- 2022FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion23 Jun 2022
- 2022Text2Human: Text-Driven Controllable Human Image Generation31 May 2022
- 2022StyleGAN-Human: A Data-Centric Odyssey of Human Generation25 Apr 2022
- 2022Dress Code: High-Resolution Multi-Category Virtual Try-On18 Apr 2022
- 20213D-Aware Semantic-Guided Generative Model for Human Synthesis2 Dec 2021
- 2021Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industry28 Oct 2021
- 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesis5 Sep 2021
- 2021Shape Controllable Virtual Try-on for Underwear Models28 Jul 2021
- 2021Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail Generation8 Jul 2021
12 newest of 15 All 15 (JSON)