mlsanityData to 7 Oct 2026

AvatarVTON: 4D Virtual Try-On for Animatable Avatars

arXiv 2510.04822 ↗First posted 6 Oct 2025cs.CVcited by 1

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Abstract (arXiv)

We propose AvatarVTON, the first 4D virtual try-on framework that generates realistic try-on results from a single in-shop garment image, enabling free pose control, novel-view rendering, and diverse garment choices. Unlike existing methods, AvatarVTON supports dynamic garment interactions under single-view supervision, without relying on multi-view garment captures or physics priors. The framework consists of two key modules: (1) a Reciprocal Flow Rectifier, a prior-free optical-flow correction strategy that stabilizes avatar fitting and ensures temporal coherence; and (2) a Non-Linear Deformer, which decomposes Gaussian maps into view-pose-invariant and view-pose-specific components, enabling adaptive, non-linear garment deformations. To establish a benchmark for 4D virtual try-on, we extend existing baselines with unified modules for fair qualitative and quantitative comparisons. Extensive experiments show that AvatarVTON achieves high fidelity, diversity, and dynamic garment realism, making it well-suited for AR/VR, gaming, and digital-human applications.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 44 of its 48 references that are in the map. First posted on arXiv 6 Oct 2025.

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44 of 48 references.

References · 44

  1. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
  2. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  3. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  4. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  5. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,755
  6. 2019Expressive Body Capture: 3D Hands, Face, and Body from a Single Imagecited by 1,600
  7. 2023Zero-1-to-3: Zero-shot One Image to 3D Objectcited by 1,483
  8. 2018OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,161
  9. 2019PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitizationcited by 818
  10. 2018DensePose: Dense Human Pose Estimation In The Wildcited by 573
  11. 2023One-2-3-45: Any Single Image to 3D Mesh in 45 Seconds without Per-Shape Optimizationcited by 555
  12. 2022HumanNeRF: Free-viewpoint Rendering of Moving People from Monocular Videocited by 483
32 more
  1. 2023Instruct-NeRF2NeRF: Editing 3D Scenes with Instructionscited by 482
  2. 2021CLIP-NeRF: Text-and-Image Driven Manipulation of Neural Radiance Fieldscited by 369
  3. 2023GaussianEditor: Swift and Controllable 3D Editing with Gaussian Splattingcited by 331
  4. 2021VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalizationcited by 287
  5. 2017VITON: An Image-based Virtual Try-on Networkcited by 285
  6. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  7. 2020ARCH: Animatable Reconstruction of Clothed Humanscited by 257
  8. 2022ECON: Explicit Clothed humans Optimized via Normal integrationcited by 199
  9. 20233DGS-Avatar: Animatable Avatars via Deformable 3D Gaussian Splattingcited by 195
  10. 2019Self-Correction for Human Parsingcited by 179
  11. 2023StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-Oncited by 173
  12. 2023HumanRF: High-Fidelity Neural Radiance Fields for Humans in Motioncited by 161
  13. 2023LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-Oncited by 151
  14. 2023Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flowcited by 123
  15. 2023GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learningcited by 120
  16. 2023Drivable 3D Gaussian Avatarscited by 120
  17. 2024GaussCtrl: Multi-View Consistent Text-Driven 3D Gaussian Splatting Editingcited by 114
  18. 2024Improving Diffusion Models for Authentic Virtual Try-on in the Wildcited by 109
  19. 2023HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splattingcited by 89
  20. 2022Capturing and Animation of Body and Clothing from Monocular Videocited by 83
  21. 2023AvatarReX: Real-time Expressive Full-body Avatarscited by 83
  22. 2021Driving-Signal Aware Full-Body Avatarscited by 81
  23. 2024ViCA-NeRF: View-Consistency-Aware 3D Editing of Neural Radiance Fieldscited by 68
  24. 2025LHM: Large Animatable Human Reconstruction Model from a Single Image in Secondscited by 61
  25. 2023StyleAvatar: Real-time Photo-realistic Portrait Avatar from a Single Videocited by 52
  26. 2024DressCode: Autoregressively Sewing and Generating Garments from Text Guidancecited by 43
  27. 2024ViViD: Video Virtual Try-on using Diffusion Modelscited by 38
  28. 2022C-VTON: Context-Driven Image-Based Virtual Try-On Networkcited by 29
  29. 2024LayGA: Layered Gaussian Avatars for Animatable Clothing Transfercited by 22
  30. 2024GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Promptingcited by 22
  31. 2024D4-VTON: Dynamic Semantics Disentangling for Differential Diffusion based Virtual Try-Oncited by 14
  32. 2024GS-VTON: Controllable 3D Virtual Try-on with Gaussian Splattingcited by 13

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.

  1. 2026Textile IR: A Bidirectional Intermediate Representation for Physics-Aware Fashion CADcited by 0