Reviatalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation

Related tags

Deep LearningSCOPE
Overview

Reviatalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation

This is the implementation of the approach described in the paper:

Taosha Fan, Kalyan Vasudev Alwala, Donglai Xiang, Weipeng Xu, Todd Murphey, Mustafa Mukadam. Reviatalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation. In IEEE/CVF International Conference on Computer Vision (ICCV), 2021.

More demos are available at https://sites.google.com/view/scope-human

Install

git clone https://github.com/fantaosha/SCOPE.git
cd SCOPE
export SCOPE_ROOT=$(pwd)
mkdir build
cd build
cmake ../C++
make -j4

Usage

SMPL Model

Download the SMPL model and extract these.pkl files to $SCOPE_ROOT/model.

Preprocess

cd $SCOPE_ROOT/model
python3 preprocess.py smpl_male.npz YOUR_SMPL_MALE.pkl

Run

cd $SCOPE_ROOT
./build/bin/run --model ./model/smpl_male.npz --prior ./model/joint_prior.json --keypoint ./examples/keypoints.json --result ./examples/results.json

Dataset

2D and 3D Keypoints

The 2D and 3D keypoints estimates from AlphaPose and VideoPose3D can be downloaded from Google Drive.

2D Keypoint Index

0: nose
1: left eye
2: right eye
3: left ear
4: right ear
5: left upper arm
6: right upper arm
7: left elbow
8: right elow
9: left wrist
10: right wrist
11: left hip
12: right hip
13: left knee
14: right knee
15: left ankle
16: right ankle
17: head top
18: thorax
19: middle hip
20: left big toe
21: right big toe
22: left small toe
23: right small toe
24: left heel
25: right heel
26: chest
27: neck

3D Keypoint Index

0: middile hip
1: left hip
2: left knee
3: left ankle
4: right hip
5: right knee
6: right ankle
7: chest
8: thorax
9: neck
10: head top
11: left upper arm
12: left elbow
13: left wrist
14: right upper arm
15: right elbow
16: right wrist

Citation

@article{fan2021revitalizing,
title={Revitalizing Optimization for 3D Human Pose and Shape Estimation: A Sparse Constrained Formulation},
author={Fan, Taosha and Alwala, Kalyan Vasudev and Xiang, Donglai and Xu, Weipeng and Murphey, Todd and Mukadam, Mustafa},
journal={Proceedings of the IEEE/CVF International Conference on Computer Vision},
year={2021}
}
Owner
Taosha Fan
Taosha Fan
Efficient neural networks for analog audio effect modeling

micro-TCN Efficient neural networks for audio effect modeling

Christian Steinmetz 94 Dec 29, 2022
FaceOcc: A Diverse, High-quality Face Occlusion Dataset for Human Face Extraction

FaceExtraction FaceOcc: A Diverse, High-quality Face Occlusion Dataset for Human Face Extraction Occlusions often occur in face images in the wild, tr

16 Dec 14, 2022
The repository contain code for building compiler using puthon.

Building Compiler This is a python implementation of JamieBuild's "Super Tiny Compiler" Overview JamieBuilds developed a wonderfully educative compile

Shyam Das Shrestha 1 Nov 21, 2021
DockStream: A Docking Wrapper to Enhance De Novo Molecular Design

DockStream Description DockStream is a docking wrapper providing access to a collection of ligand embedders and docking backends. Docking execution an

AstraZeneca - Molecular AI 72 Jan 02, 2023
Exploring Image Deblurring via Blur Kernel Space (CVPR'21)

Exploring Image Deblurring via Encoded Blur Kernel Space About the project We introduce a method to encode the blur operators of an arbitrary dataset

VinAI Research 118 Dec 19, 2022
A simple Python library for stochastic graphical ecological models

What is Viridicle? Viridicle is a library for simulating stochastic graphical ecological models. It implements the continuous time models described in

Theorem Engine 0 Dec 04, 2021
Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data - Official PyTorch Implementation (CVPR 2022)

Commonality in Natural Images Rescues GANs: Pretraining GANs with Generic and Privacy-free Synthetic Data (CVPR 2022) Potentials of primitive shapes f

31 Sep 27, 2022
tinykernel - A minimal Python kernel so you can run Python in your Python

tinykernel - A minimal Python kernel so you can run Python in your Python

fast.ai 37 Dec 02, 2022
Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding

2D-TAN (Optimized) Introduction This is an optimized re-implementation repository for AAAI'2020 paper: Learning 2D Temporal Localization Networks for

Joya Chen 112 Dec 31, 2022
Moiré Attack (MA): A New Potential Risk of Screen Photos [NeurIPS 2021]

Moiré Attack (MA): A New Potential Risk of Screen Photos [NeurIPS 2021] This repository is the official implementation of Moiré Attack (MA): A New Pot

Dantong Niu 22 Dec 24, 2022
Repository for the Bias Benchmark for QA dataset.

BBQ Repository for the Bias Benchmark for QA dataset. Authors: Alicia Parrish, Angelica Chen, Nikita Nangia, Vishakh Padmakumar, Jason Phang, Jana Tho

ML² AT CILVR 18 Nov 18, 2022
Surrogate- and Invariance-Boosted Contrastive Learning (SIB-CL)

Surrogate- and Invariance-Boosted Contrastive Learning (SIB-CL) This repository contains all source code used to generate the results in the article "

Charlotte Loh 3 Jul 23, 2022
a generic C++ library for image analysis

VIGRA Computer Vision Library Copyright 1998-2013 by Ullrich Koethe This file is part of the VIGRA computer vision library. You may use,

Ullrich Koethe 378 Dec 30, 2022
Certified Patch Robustness via Smoothed Vision Transformers

Certified Patch Robustness via Smoothed Vision Transformers This repository contains the code for replicating the results of our paper: Certified Patc

Madry Lab 35 Dec 14, 2022
[ ICCV 2021 Oral ] Our method can estimate camera poses and neural radiance fields jointly when the cameras are initialized at random poses in complex scenarios (outside-in scenes, even with less texture or intense noise )

GNeRF This repository contains official code for the ICCV 2021 paper: GNeRF: GAN-based Neural Radiance Field without Posed Camera. This implementation

Quan Meng 191 Dec 26, 2022
Unofficial implementation of Google's FNet: Mixing Tokens with Fourier Transforms

FNet: Mixing Tokens with Fourier Transforms Pytorch implementation of Fnet : Mixing Tokens with Fourier Transforms. Citation: @misc{leethorp2021fnet,

Rishikesh (ऋषिकेश) 218 Jan 05, 2023
Pytorch implementation of PTNet for high-resolution and longitudinal infant MRI synthesis

Pyramid Transformer Net (PTNet) Project | Paper Pytorch implementation of PTNet for high-resolution and longitudinal infant MRI synthesis. PTNet: A Hi

Xuzhe Johnny Zhang 6 Jun 08, 2022
Implementation of PyTorch-based multi-task pre-trained models

mtdp Library containing implementation related to the research paper "Multi-task pre-training of deep neural networks for digital pathology" (Mormont

Romain Mormont 27 Oct 14, 2022