3D reconstruction models for human body

This page summarizes the projects mentioned and recommended in the original post on /r/computervision

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  • SMPL

    NumPy, TensorFlow and PyTorch implementation of human body SMPL model and infant body SMIL model.

  • smplx

    SMPL-X

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • VIBE

    Official implementation of CVPR2020 paper "VIBE: Video Inference for Human Body Pose and Shape Estimation"

  • videoavatars

    This repository contains code corresponding to the paper Video based reconstruction of 3D people models.

  • tex2shape

    This repository contains code corresponding to the paper "Tex2Shape: Detailed Full Human Body Geometry from a Single Image"

  • pifuhd

    High-Resolution 3D Human Digitization from A Single Image.

  • Anatomy3D

    Anatomy-aware 3D Human Pose Estimation in Videos

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • HierarchicalProbabilistic3DHuman

    Code repository for the paper: Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild (ICCV 2021)

  • Nevertheless, I find that reading a few related work sections of new papers gives me a good idea about the seminal papers in a field, since they will be repeatedly cited. Here is shameless self-plug to something I worked on: https://github.com/akashsengupta1997/HierarchicalProbabilistic3DHuman. I am not really a big name researcher and this paper probably won't be super impactful, so feel free to ignore the method, but I would recommend reading the related work section since it lists some of the impactful papers from good researchers. (Also check out related work sections from other papers to cross-reference).

  • hmr

    Project page for End-to-end Recovery of Human Shape and Pose

  • The other reply has listed some good references if related work sections are TL;DR, however I would add: SMPLify - https://files.is.tue.mpg.de/black/papers/BogoECCV2016.pdf HMR - https://github.com/akanazawa/hmr SPIN - https://github.com/nkolot/SPIN as very important works (albeit outdated).

  • SPIN

    Repository for the paper "Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop" (by nkolot)

  • The other reply has listed some good references if related work sections are TL;DR, however I would add: SMPLify - https://files.is.tue.mpg.de/black/papers/BogoECCV2016.pdf HMR - https://github.com/akanazawa/hmr SPIN - https://github.com/nkolot/SPIN as very important works (albeit outdated).

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