3D Human Reconstruction
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Benchmarks
4D-DRESS
CustomHumans
AGORA
CAPE
BEHAVE
EHF
Surreal
Dynamic FAUST
Most implemented
3D Human Mesh Regression with Dense Correspondence
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
AnthroNet: Conditional Generation of Humans via Anthropometrics
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery
SmoothNet: A Plug-and-Play Network for Refining Human Poses in Videos
Papers
DiGS-Avatar: Single-Image Animatable 3D Human Reconstruction via UV-Space Diffusion
Single-image 3D human reconstruction often suffers from over-smoothed textures and geometric inconsistencies. While diffusion models improve generative quality, their reliance on multi-view synthesis prior to 3D reconstr…
Zero-shot Generalization3D Human Reconstruction3D ReconstructionGraphiContact: Pose-aware Human-Scene Robust Contact Perception for Interactive Systems
Monocular vertex-level human-scene contact prediction is a fundamental capability for interactive systems such as assistive monitoring, embodied AI, and rehabilitation analysis. In this work, we study this task jointly w…
3D Human ReconstructionCrowdGaussian: Reconstructing High-Fidelity 3D Gaussians for Human Crowd from a Single Image
Single-view 3D human reconstruction has garnered significant attention in recent years. Despite numerous advancements, prior research has concentrated on reconstructing 3D models from clear, close-up images of individual…
3D Human ReconstructionOAHuman: Occlusion-Aware 3D Human Reconstruction from Monocular Images
Monocular 3D human reconstruction in real-world scenarios remains highly challenging due to frequent occlusions from surrounding objects, people, or image truncation. Such occlusions lead to missing geometry and unreliab…
3D Human ReconstructionBiomechanically Accurate Gait Analysis: A 3d Human Reconstruction Framework for Markerless Estimation of Gait Parameters
This paper presents a biomechanically interpretable framework for gait analysis using 3D human reconstruction from video data. Unlike conventional keypoint based approaches, the proposed method extracts biomechanically m…
3D Human ReconstructionDirect Reward Fine-Tuning on Poses for Single Image to 3D Human in the Wild
Single-view 3D human reconstruction has achieved remarkable progress through the adoption of multi-view diffusion models, yet the recovered 3D humans often exhibit unnatural poses. This phenomenon becomes pronounced when…
3D Human Reconstruction