mlsanityData to 7 Oct 2026

FastHuman: Reconstructing High-Quality Clothed Human in Minutes

arXiv 2211.14485 ↗First posted 26 Nov 2022cs.CVcited by 6

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Abstract (arXiv)

We propose an approach for optimizing high-quality clothed human body shapes in minutes, using multi-view posed images. While traditional neural rendering methods struggle to disentangle geometry and appearance using only rendering loss, and are computationally intensive, our method uses a mesh-based patch warping technique to ensure multi-view photometric consistency, and sphere harmonics (SH) illumination to refine geometric details efficiently. We employ oriented point clouds' shape representation and SH shading, which significantly reduces optimization and rendering times compared to implicit methods. Our approach has demonstrated promising results on both synthetic and real-world datasets, making it an effective solution for rapidly generating high-quality human body shapes. Project page hrefhttps://l1346792580123.github.io/nccsfs/https://l1346792580123.github.io/nccsfs/

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 40 of its 75 references that are in the map. First posted on arXiv 26 Nov 2022.

Builds on

40 of 75 references.

References · 40

  1. 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
  2. 2019DeepSDF: Learning Continuous Signed Distance Functions for Shape Representationcited by 2,682
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  4. 2021NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstructioncited by 1,701
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  11. 2020Convolutional Occupancy Networkscited by 760
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28 more
  1. 2016Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Imagecited by 692
  2. 2021KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPscited by 672
  3. 2021UNISURF: Unifying Neural Implicit Surfaces and Radiance Fields for Multi-View Reconstructioncited by 643
  4. 2020Neural Body: Implicit Neural Representations with Structured Latent Codes for Novel View Synthesis of Dynamic Humanscited by 634
  5. 2019Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loopcited by 625
  6. 2021NICE-SLAM: Neural Implicit Scalable Encoding for SLAMcited by 586
  7. 2021Neural Fields in Visual Computing and Beyondcited by 539
  8. 2020PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitizationcited by 521
  9. 2022HumanNeRF: Free-viewpoint Rendering of Moving People from Monocular Videocited by 483
  10. 2022MonoSDF: Exploring Monocular Geometric Cues for Neural Implicit Surface Reconstructioncited by 467
  11. 2020Modular Primitives for High-Performance Differentiable Renderingcited by 439
  12. 2021Animatable Neural Radiance Fields for Modeling Dynamic Human Bodiescited by 361
  13. 2018Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodiescited by 239
  14. 2018Video Based Reconstruction of 3D People Modelscited by 237
  15. 2021SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapescited by 221
  16. 2021Shape As Points: A Differentiable Poisson Solvercited by 186
  17. 2019DIST: Rendering Deep Implicit Signed Distance Function with Differentiable Sphere Tracingcited by 179
  18. 2022ARAH: Animatable Volume Rendering of Articulated Human SDFscited by 139
  19. 2021Robust High-Resolution Video Matting with Temporal Guidancecited by 136
  20. 2021Improving neural implicit surfaces geometry with patch warpingcited by 136
  21. 2020MeshSDF: Differentiable Iso-Surface Extractioncited by 112
  22. 2021DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Reconstruction and Renderingcited by 52
  23. 2022DiffuStereo: High Quality Human Reconstruction via Diffusion-based Stereo Using Sparse Camerascited by 43
  24. 2020Dynamic Plane Convolutional Occupancy Networkscited by 24
  25. 2018Photometric Depth Super-Resolutioncited by 8
  26. 2019Inferring Super-Resolution Depth from a Moving Light-Source Enhanced RGB-D Sensor: A Variational Approachcited by 8
  27. 2017Depth Super-Resolution Meets Uncalibrated Photometric Stereocited by 6
  28. 2017A Variational Approach to Shape-from-shading Under Natural Illuminationcited by 6

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Cited by year

Citing papers per year: 2024: 4; 2025: 2.

6 papers.

  1. 2024GausSurf: Geometry-Guided 3D Gaussian Splatting for Surface Reconstructioncited by 19
  2. 2024PuzzleAvatar: Assembling 3D Avatars from Personal Albumscited by 16
  3. 2025UP2You: Fast Reconstruction of Yourself from Unconstrained Photo Collectionscited by 10
  4. 2024Fine-Grained Multi-View Hand Reconstruction Using Inverse Renderingcited by 3
  5. 2024XHand: Real-time Expressive Hand Avatarcited by 2
  6. 2025PFAvatar: Pose-Fusion 3D Personalized Avatar Reconstruction from Real-World Outfit-of-the-Day Photoscited by 1