mlsanityData to 14 Oct 2026

Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing

arXiv 2104.07021 ↗First posted 14 Apr 2021cs.CVcited by 54

Not on the map. Why?

Abstract (arXiv)

We propose a flexible person generation framework called Dressing in Order (DiOr), which supports 2D pose transfer, virtual try-on, and several fashion editing tasks. The key to DiOr is a novel recurrent generation pipeline to sequentially put garments on a person, so that trying on the same garments in different orders will result in different looks. Our system can produce dressing effects not achievable by existing work, including different interactions of garments (e.g., wearing a top tucked into the bottom or over it), as well as layering of multiple garments of the same type (e.g., jacket over shirt over t-shirt). DiOr explicitly encodes the shape and texture of each garment, enabling these elements to be edited separately. Joint training on pose transfer and inpainting helps with detail preservation and coherence of generated garments. Extensive evaluations show that DiOr outperforms other recent methods like ADGAN in terms of output quality, and handles a wide range of editing functions for which there is no direct supervision.

Key facts. Cited by 54 papers in the map (data through 14 Oct 2026). Builds on 32 of its 47 references that are in the map. First posted on arXiv 14 Apr 2021.

Builds on

32 of 47 references.

References · 32

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  2. 2018A Style-Based Generator Architecture for Generative Adversarial Networkscited by 6,013
  3. 2016Image-to-Image Translation with Conditional Adversarial Networkscited by 4,527
  4. 2013Describing Textures in the Wildcited by 2,125
  5. 2017Arbitrary Style Transfer in Real-time with Adaptive Instance Normalizationcited by 2,010
  6. 2019Semantic Image Synthesis with Spatially-Adaptive Normalizationcited by 1,299
  7. 2016Instance Normalization: The Missing Ingredient for Fast Stylizationcited by 1,198
  8. 2018OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,162
  9. 2018Free-Form Image Inpainting with Gated Convolutioncited by 594
  10. 2018DensePose: Dense Human Pose Estimation In The Wildcited by 575
  11. 2017VITON: An Image-based Virtual Try-on Networkcited by 286
  12. 2017Pose Guided Person Image Generationcited by 251
20 more
  1. 2017Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesiscited by 215
  2. 2018Toward Characteristic-Preserving Image-based Virtual Try-On Networkcited by 192
  3. 2019Self-Correction for Human Parsingcited by 180
  4. 2017Deformable GANs for Pose-based Human Image Generationcited by 166
  5. 2019Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesiscited by 161
  6. 2020Controllable Person Image Synthesis with Attribute-Decomposed GANcited by 150
  7. 2020Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingleftrightarrowPreserving Image Contentcited by 149
  8. 2019Progressive Pose Attention Transfer for Person Image Generationcited by 138
  9. 2018A Variational U-Net for Conditional Appearance and Shape Generationcited by 124
  10. 2019Dense Intrinsic Appearance Flow for Human Pose Transfercited by 104
  11. 2020Deep Image Spatial Transformation for Person Image Generationcited by 100
  12. 2019Towards Multi-pose Guided Virtual Try-on Networkcited by 95
  13. 2018Dense Pose Transfercited by 83
  14. 2020XingGAN for Person Image Generationcited by 81
  15. 2021Neural Re-Rendering of Humans from a Single Imagecited by 59
  16. 2021Style and Pose Control for Image Synthesis of Humans from a Single Monocular Viewcited by 53
  17. 2015Deep Human Parsing with Active Template Regressioncited by 51
  18. 2017The Conditional Analogy GAN: Swapping Fashion Articles on People Imagescited by 33
  19. 2019Fashion++: Minimal Edits for Outfit Improvementcited by 20
  20. 2020Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warpscited by 5

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2021: 5; 2022: 17; 2023: 14; 2024: 7; 2025: 6; 2026: 5.

54 papers.

Sort:

By area:

  1. 2023DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusioncited by 167
  2. 2022Dress Code: High-Resolution Multi-Category Virtual Try-Oncited by 162
  3. 2025Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Taskscited by 63
  4. 2022Discrete Contrastive Diffusion for Cross-Modal Music and Image Generationcited by 44
  5. 2021Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GANcited by 40
  6. 2023Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Imagescited by 34
  7. 2022Text2Human: Text-Driven Controllable Human Image Generationcited by 31
  8. 2024MMTryon: Multi-Modal Multi-Reference Control for High-Quality Fashion Generationcited by 23
  9. 2024AnyFit: Controllable Virtual Try-on for Any Combination of Attire Across Any Scenariocited by 23
  10. 2022Dressing in the Wild by Watching Dance Videoscited by 20
  11. 2023SGDiff: A Style Guided Diffusion Model for Fashion Synthesiscited by 20
  12. 2023Image-Based Virtual Try-On: A Surveycited by 19
38 more
  1. 2024TryOffDiff: Virtual-Try-Off via High-Fidelity Garment Reconstruction using Diffusion Modelscited by 19
  2. 2021Deep Person Generation: A Survey from the Perspective of Face, Pose and Cloth Synthesiscited by 16
  3. 2022PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-oncited by 15
  4. 2022On Conditioning the Input Noise for Controlled Image Generation with Diffusion Modelscited by 14
  5. 2021Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systemscited by 13
  6. 2025Training-free Geometric Image Editing on Diffusion Modelscited by 13
  7. 2022Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learningcited by 12
  8. 2023UniHuman: A Unified Model for Editing Human Images in the Wildcited by 12
  9. 2022Human Image Generation: A Comprehensive Surveycited by 11
  10. 2023A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidancecited by 10
  11. 2021Conditional Temporal Variational AutoEncoder for Action Video Predictioncited by 9
  12. 2023FashionTex: Controllable Virtual Try-on with Text and Texturecited by 9
  13. 2023PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigmcited by 7
  14. 2022Collecting The Puzzle Pieces: Disentangled Self-Driven Human Pose Transfer by Permuting Texturescited by 6
  15. 2022VGFlow: Visibility guided Flow Network for Human Reposingcited by 5
  16. 2023Learning Garment DensePose for Robust Warping in Virtual Try-Oncited by 5
  17. 2023Total Selfie: Generating Full-Body Selfiescited by 5
  18. 2024Design2Cloth: 3D Cloth Generation from 2D Maskscited by 5
  19. 2023A Generative Multi-Resolution Pyramid and Normal-Conditioning 3D Cloth Drapingcited by 4
  20. 2024Better Fit: Accommodate Variations in Clothing Types for Virtual Try-oncited by 4
  21. 2025Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individualscited by 4
  22. 2026Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessoriescited by 4
  23. 2022Pose Guided Human Image Synthesis with Partially Decoupled GANcited by 3
  24. 2021FashionSearchNet-v2: Learning Attribute Representations with Localization for Image Retrieval with Attribute Manipulationcited by 2
  25. 2022WG-VITON: Wearing-Guide Virtual Try-On for Top and Bottom Clothescited by 2
  26. 2024Zero-Shot Video Translation via Token Warpingcited by 2
  27. 2022SizeGAN: Improving Size Representation in Clothing Catalogscited by 1
  28. 2022UMFuse: Unified Multi View Fusion for Human Editing applicationscited by 1
  29. 2022Single Stage Multi-Pose Virtual Try-Oncited by 1
  30. 2023Single Stage Warped Cloth Learning and Semantic-Contextual Attention Feature Fusion for Virtual TryOncited by 1
  31. 2023DI-Net : Decomposed Implicit Garment Transfer Network for Digital Clothed 3D Humancited by 1
  32. 2024DiCTI: Diffusion-based Clothing Designer via Text-guided Inputcited by 1
  33. 2025ChronoTailor: Harnessing Attention Guidance for Fine-Grained Video Virtual Try-Oncited by 1
  34. 2022Controllable Garment Transfercited by 0
  35. 2022Wearing the Same Outfit in Different Ways -- A Controllable Virtual Try-on Methodcited by 0
  36. 2023One-Shot Stylization for Full-Body Human Imagescited by 0
  37. 2025Diffusion Model-Based Size Variable Virtual Try-On Technology and Evaluation Methodcited by 0
  38. 2025Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single Image -- Technical Previewcited by 0

50 most cited of 54 All 54 (JSON)