Video to Fully Automatic 3D Hair Model
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Abstract (arXiv)
Imagine taking a selfie video with your mobile phone and getting as output a 3D model of your head (face and 3D hair strands) that can be later used in VR, AR, and any other domain. State of the art hair reconstruction methods allow either a single photo (thus compromising 3D quality) or multiple views, but they require manual user interaction (manual hair segmentation and capture of fixed camera views that span full 360 degree). In this paper, we describe a system that can completely automatically create a reconstruction from any video (even a selfie video), and we don't require specific views, since taking your -90 degree, 90 degree, and full back views is not feasible in a selfie capture. In the core of our system, in addition to the automatization components, hair strands are estimated and deformed in 3D (rather than 2D as in state of the art) thus enabling superior results. We provide qualitative, quantitative, and Mechanical Turk human studies that support the proposed system, and show results on a diverse variety of videos (8 different celebrity videos, 9 selfie mobile videos, spanning age, gender, hair length, type, and styling).
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 13 Sep 2018.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 3; 2024: 2; 2025: 0; 2026: 3.
12 papers.
- 2022State of the Art in Dense Monocular Non-Rigid 3D Reconstructioncited by 30
- 2022NeuWigs: A Neural Dynamic Model for Volumetric Hair Capture and Animationcited by 30
- 2024Perm: A Parametric Representation for Multi-Style 3D Hair Modelingcited by 21
- 2021Prior-Guided Multi-View 3D Head Reconstructioncited by 14
- 2024Towards Unified 3D Hair Reconstruction from Single-View Portraitscited by 8
- 2023DisCO: Portrait Distortion Correction with Perspective-Aware 3D GANscited by 6
- 2023A Local Appearance Model for Volumetric Capture of Diverse Hairstylecited by 3
- 2021Single-Camera 3D Head Fitting for Mixed Reality Clinical Applicationscited by 2
- 2023EMS: 3D Eyebrow Modeling from Single-view Imagescited by 1
- 2026HairOrbit: Multi-view Aware 3D Hair Modeling from Single Portraitscited by 0
- 2026HairLRM: Strand-based Hair Modeling via Large Reconstruction Modelscited by 0
- 2026HairCS: Reconstructing Strand-Based Hair from Hair Cardscited by 0
- 2026HairCS: Reconstructing Strand-Based Hair from Hair Cards15 Sep 2026
- 2026HairLRM: Strand-based Hair Modeling via Large Reconstruction Models13 Jun 2026
- 2026HairOrbit: Multi-view Aware 3D Hair Modeling from Single Portraits3 Apr 2026
- 2024Towards Unified 3D Hair Reconstruction from Single-View Portraits25 Sep 2024
- 2024Perm: A Parametric Representation for Multi-Style 3D Hair Modeling28 Jul 2024
- 2023A Local Appearance Model for Volumetric Capture of Diverse Hairstyle14 Dec 2023
- 2023EMS: 3D Eyebrow Modeling from Single-view Images22 Sep 2023
- 2023DisCO: Portrait Distortion Correction with Perspective-Aware 3D GANs23 Feb 2023
- 2022NeuWigs: A Neural Dynamic Model for Volumetric Hair Capture and Animation1 Dec 2022
- 2022State of the Art in Dense Monocular Non-Rigid 3D Reconstruction27 Oct 2022
- 2021Single-Camera 3D Head Fitting for Mixed Reality Clinical Applications6 Sep 2021
- 2021Prior-Guided Multi-View 3D Head Reconstruction9 Jul 2021