mlsanityData to 7 Oct 2026

Volumetric performance capture from minimal camera viewpoints

arXiv 1807.01950 ↗First posted 5 Jul 2018cs.CVcited by 17

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Abstract (arXiv)

We present a convolutional autoencoder that enables high fidelity volumetric reconstructions of human performance to be captured from multi-view video comprising only a small set of camera views. Our method yields similar end-to-end reconstruction error to that of a probabilistic visual hull computed using significantly more (double or more) viewpoints. We use a deep prior implicitly learned by the autoencoder trained over a dataset of view-ablated multi-view video footage of a wide range of subjects and actions. This opens up the possibility of high-end volumetric performance capture in on-set and prosumer scenarios where time or cost prohibit a high witness camera count.

Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jul 2018.

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Citing papers per year: 2021: 7; 2022: 4; 2023: 3; 2024: 3.

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  1. 2021ARCH++: Animation-Ready Clothed Human Reconstruction Revisitedcited by 174
  2. 2022Structured Local Radiance Fields for Human Avatar Modelingcited by 116
  3. 2021DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Camerascited by 67
  4. 2022DiffuStereo: High Quality Human Reconstruction via Diffusion-based Stereo Using Sparse Camerascited by 43
  5. 2021StereoPIFu: Depth Aware Clothed Human Digitization via Stereo Visioncited by 38
  6. 2021M3D-VTON: A Monocular-to-3D Virtual Try-On Networkcited by 31
  7. 2022JIFF: Jointly-aligned Implicit Face Function for High Quality Single View Clothed Human Reconstructioncited by 26
  8. 2024GaussianVTON: 3D Human Virtual Try-ON via Multi-Stage Gaussian Splatting Editing with Image Promptingcited by 22
  9. 2023SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstructioncited by 15
  10. 2023Guide3D: Create 3D Avatars from Text and Image Guidancecited by 10
  11. 2021LightSAL: Lightweight Sign Agnostic Learning for Implicit Surface Representationcited by 7
  12. 2021Learning Implicit Body Representations from Double Diffusion Based Neural Radiance Fieldscited by 5
5 more
  1. 2023High-Resolution Volumetric Reconstruction for Clothed Humanscited by 5
  2. 2024Multi-hypotheses Conditioned Point Cloud Diffusion for 3D Human Reconstruction from Occluded Imagescited by 5
  3. 2021Temporal Consistency Loss for High Resolution Textured and Clothed 3DHuman Reconstruction from Monocular Videocited by 3
  4. 2022MVP-Human Dataset for 3D Human Avatar Reconstruction from Unconstrained Framescited by 2
  5. 2024FAMOUS: High-Fidelity Monocular 3D Human Digitization Using View Synthesiscited by 1