mlsanityData to 7 Oct 2026

PHAF-Personalized Hand Avatars in a Flash

arXiv 2606.03420 ↗First posted 2 Jun 2026cs.CVcited by 0

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Abstract (arXiv)

We present PHAF-Personalized Hand Avatars in a Flash, a personalized photo-realistic hand avatar which provides high quality multi-view renders from just two images (dorsal and palmar views).Unlike slow optimization-based techniques, PHAF generates fast personalized textures for real-time deployment on edge devices. Our approach combines semantic guided mesh alignment and densified texture extraction to transfer high-frequency details efficiently. A view-based inpainting network refines textures ensuring smooth, continuous appearance. PHAF generalizes to novel viewpoints and leverages a parametric hand model for accurate articulations, making it compatible with standard graphics engines. Experiments show it is comparable to existing methods in visual fidelity while drastically reducing texture generation time by 30 times, enabling practical AR/VR applications.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 21 of its 48 references that are in the map. First posted on arXiv 2 Jun 2026.

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21 of 48 references.

References · 21

  1. 2023Segment Anythingcited by 8,158
  2. 2020Neural Body: Implicit Neural Representations with Structured Latent Codes for Novel View Synthesis of Dynamic Humanscited by 634
  3. 2022HumanNeRF: Free-viewpoint Rendering of Moving People from Monocular Videocited by 483
  4. 2023TEXTure: Text-Guided Texturing of 3D Shapescited by 303
  5. 2022NeuMan: Neural Human Radiance Field from a Single Videocited by 244
  6. 2022Thin-Plate Spline Motion Model for Image Animationcited by 209
  7. 2023Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Renderingcited by 84
  8. 2022KeypointNeRF: Generalizing Image-based Volumetric Avatars using Relative Spatial Encoding of Keypointscited by 77
  9. 2021Model-based 3D Hand Reconstruction via Self-Supervised Learningcited by 65
  10. 2020Learning to Transfer Texture from Clothing Images to 3D Humanscited by 58
  11. 201711K Hands: Gender recognition and biometric identification using a large dataset of hand imagescited by 46
  12. 2023Bringing Inputs to Shared Domains for 3D Interacting Hands Recovery in the Wildcited by 36
9 more
  1. 2022HARP: Personalized Hand Reconstruction from a Monocular RGB Videocited by 28
  2. 2023DINAR: Diffusion Inpainting of Neural Textures for One-Shot Human Avatarscited by 28
  3. 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Handscited by 27
  4. 2022DART: Articulated Hand Model with Diverse Accessories and Rich Texturescited by 25
  5. 2025UniTEX: Universal High Fidelity Generative Texturing for 3D Shapescited by 23
  6. 2024EASI-Tex: Edge-Aware Mesh Texturing from Single Imagecited by 20
  7. 2024Authentic Hand Avatar from a Phone Scan via Universal Hand Modelcited by 13
  8. 2025HandOcc: NeRF-based Hand Rendering with Occupancy Networkscited by 2
  9. 2022Masked Face Inpainting Through Residual Attention UNetcited by 1

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