mlsanityData to 7 Oct 2026

FACSIMILE: Fast and Accurate Scans From an Image in Less Than a Second

arXiv 1909.00883 ↗First posted 2 Sep 2019cs.CVcited by 35

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Abstract (arXiv)

Current methods for body shape estimation either lack detail or require many images. They are usually architecturally complex and computationally expensive. We propose FACSIMILE (FAX), a method that estimates a detailed body from a single photo, lowering the bar for creating virtual representations of humans. Our approach is easy to implement and fast to execute, making it easily deployable. FAX uses an image-translation network which recovers geometry at the original resolution of the image. Counterintuitively, the main loss which drives FAX is on per-pixel surface normals instead of per-pixel depth, making it possible to estimate detailed body geometry without any depth supervision. We evaluate our approach both qualitatively and quantitatively, and compare with a state-of-the-art method.

Key facts. Cited by 35 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Sep 2019.

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Citing papers per year: 2021: 13; 2022: 7; 2023: 8; 2024: 6; 2025: 1.

35 papers.

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  1. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  2. 2022ECON: Explicit Clothed humans Optimized via Normal integrationcited by 199
  3. 2021SCANimate: Weakly Supervised Learning of Skinned Clothed Avatar Networkscited by 181
  4. 2021ARCH++: Animation-Ready Clothed Human Reconstruction Revisitedcited by 174
  5. 2021SMPLicit: Topology-aware Generative Model for Clothed Peoplecited by 154
  6. 2021Collaborative Regression of Expressive Bodies using Moderationcited by 137
  7. 2022Photorealistic Monocular 3D Reconstruction of Humans Wearing Clothingcited by 126
  8. 2023TeCH: Text-guided Reconstruction of Lifelike Clothed Humanscited by 104
  9. 2023SIFU: Side-view Conditioned Implicit Function for Real-world Usable Clothed Human Reconstructioncited by 77
  10. 2021DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Camerascited by 67
  11. 2022Human-Aware Object Placement for Visual Environment Reconstructioncited by 56
  12. 2021Body Meshes as Pointscited by 45
23 more
  1. 2023Global-correlated 3D-decoupling Transformer for Clothed Avatar Reconstructioncited by 42
  2. 2023Single-Image 3D Human Digitization with Shape-Guided Diffusioncited by 42
  3. 2024AniGS: Animatable Gaussian Avatar from a Single Image with Inconsistent Gaussian Reconstructioncited by 36
  4. 2021M3D-VTON: A Monocular-to-3D Virtual Try-On Networkcited by 31
  5. 2022AvatarCap: Animatable Avatar Conditioned Monocular Human Volumetric Capturecited by 25
  6. 2021Garment4D: Garment Reconstruction from Point Cloud Sequencescited by 23
  7. 2024PSHuman: Photorealistic Single-image 3D Human Reconstruction using Cross-Scale Multiview Diffusion and Explicit Remeshingcited by 23
  8. 2021POSEFusion: Pose-guided Selective Fusion for Single-view Human Volumetric Capturecited by 22
  9. 2023Chupa: Carving 3D Clothed Humans from Skinned Shape Priors using 2D Diffusion Probabilistic Modelscited by 20
  10. 2022Structured 3D Features for Reconstructing Controllable Avatarscited by 19
  11. 2021Detailed Avatar Recovery from Single Imagecited by 16
  12. 2023SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstructioncited by 15
  13. 2022SHARP: Shape-Aware Reconstruction of People in Loose Clothingcited by 12
  14. 2024CanonicalFusion: Generating Drivable 3D Human Avatars from Multiple Imagescited by 12
  15. 2021Data-Driven 3D Reconstruction of Dressed Humans From Sparse Viewscited by 11
  16. 2024ANIM: Accurate Neural Implicit Model for Human Reconstruction from a single RGB-D imagecited by 9
  17. 2023Human as Points: Explicit Point-based 3D Human Reconstruction from Single-view RGB Imagescited by 8
  18. 2025SyncHuman: Synchronizing 2D and 3D Generative Models for Single-view Human Reconstructioncited by 8
  19. 2021Geometry-aware Two-scale PIFu Representation for Human Reconstructioncited by 4
  20. 2022Human Body Measurement Estimation with Adversarial Augmentationcited by 3
  21. 2023Weakly-Supervised 3D Reconstruction of Clothed Humans via Normal Mapscited by 1
  22. 2024FAMOUS: High-Fidelity Monocular 3D Human Digitization Using View Synthesiscited by 1
  23. 2024A Simple Strategy for Body Estimation from Partial-View Imagescited by 0