mlsanityData to 14 Oct 2026

Controllable Clothing: Precise Labels and Generation for Virtual Try-On with Latent Diffusion Models

arXiv 2608.05834 ↗First posted 6 Aug 2026cs.CVcited by 0

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Abstract (arXiv)

In this technical report, I present a new method for guiding image generation in the context of Virtual- Try-On (VITON). The proposed method leverages new open source Ai models to augment the image data with labels, such as lengths and styles. By training adapters with these labels paired with images of the garments, the model can produce a more diverse set of images that the user can control. For the end user, such as a retailer, this means that they can assure that the produced image is as true to the true fit as possible, not misleading consumers

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 13 of its 14 references that are in the map. First posted on arXiv 6 Aug 2026.

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References · 13

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  2. 2020Denoising Diffusion Probabilistic Modelscited by 21,076
  3. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
  4. 2023Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detectioncited by 3,332
  5. 2023IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Modelscited by 1,464
  6. 2023T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Modelscited by 1,351
  7. 2023Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animationcited by 688
  8. 2021VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalizationcited by 287
  9. 2019Self-Correction for Human Parsingcited by 180
  10. 2023StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-Oncited by 175
  11. 2024OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-oncited by 151
  12. 2024Improving Diffusion Models for Authentic Virtual Try-on in the Wildcited by 109
1 more
  1. 2019VITON-GAN: Virtual Try-on Image Generator Trained with Adversarial Losscited by 14

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  1. 2025Diffusion Model-Based Size Variable Virtual Try-On Technology and Evaluation Method
  2. 2026Neural Clothing Tryer: Customized Virtual Try-On via Semantic Enhancement and Controlling Diffusion Model
  3. 2024Self-Supervised Vision Transformer for Enhanced Virtual Clothes Try-On
  4. 2023LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On
  5. 2025EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process
  6. 2026Virtual Try-On for Cultural Clothing: A Benchmarking Study
  7. 2024FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on
  8. 2023A Two-stage Personalized Virtual Try-on Framework with Shape Control and Texture Guidance