mlsanityData to 7 Oct 2026

UnconFuse: Avatar Reconstruction from Unconstrained Images

arXiv 2211.10098 ↗First posted 18 Nov 2022cs.CVcited by 2

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Abstract (arXiv)

The report proposes an effective solution about 3D human body reconstruction from multiple unconstrained frames for ECCV 2022 WCPA Challenge: From Face, Body and Fashion to 3D Virtual avatars I (track1: Multi-View Based 3D Human Body Reconstruction). We reproduce the reconstruction method presented in MVP-Human as our baseline, and make some improvements for the particularity of this challenge. We finally achieve the score 0.93 on the official testing set, getting the 1st place on the leaderboard.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 13 of its 19 references that are in the map. First posted on arXiv 18 Nov 2022.

Builds on

13 of 19 references.

References · 13

  1. 2019PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitizationcited by 818
  2. 2016Training Region-based Object Detectors with Online Hard Example Miningcited by 577
  3. 2020PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitizationcited by 521
  4. 2021ICON: Implicit Clothed humans Obtained from Normalscited by 283
  5. 2020ARCH: Animatable Reconstruction of Clothed Humanscited by 257
  6. 2021PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loopcited by 250
  7. 2020PaMIR: Parametric Model-Conditioned Implicit Representation for Image-based Human Reconstructioncited by 231
  8. 2018Instance-level Human Parsing via Part Grouping Networkcited by 134
  9. 2018DoubleFusion: Real-time Capture of Human Performances with Inner Body Shapes from a Single Depth Sensorcited by 95
  10. 2020Monocular Real-Time Volumetric Performance Capturecited by 74
  11. 2021DeepMultiCap: Performance Capture of Multiple Characters Using Sparse Multiview Camerascited by 67
  12. 2021POSEFusion: Pose-guided Selective Fusion for Single-view Human Volumetric Capturecited by 22
1 more
  1. 2022CrossHuman: Learning Cross-Guidance from Multi-Frame Images for Human Reconstructioncited by 2

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Citing papers per year: 2024: 1; 2025: 1.

2 papers.