The project is an official implementation of our paper "3D Human Pose Estimation with Spatial and Temporal Transformers".

Overview

3D Human Pose Estimation with Spatial and Temporal Transformers

This repo is the official implementation for 3D Human Pose Estimation with Spatial and Temporal Transformers.

Video Demonstration

PoseFormer Architecture

Video Demo

3D HPE on Human3.6M

3D HPE on videos in-the-wild using PoseFormer

Our code is built on top of VideoPose3D.

Environment

The code is developed and tested under the following environment

  • Python 3.8.2
  • PyTorch 1.7.1
  • CUDA 11.0

You can create the environment:

conda env create -f poseformer.yml

Dataset

Our code is compatible with the dataset setup introduced by Martinez et al. and Pavllo et al.. Please refer to VideoPose3D to set up the Human3.6M dataset (./data directory).

Evaluating pre-trained models

We provide the pre-trained 81-frame model (CPN detected 2D pose as input) here. To evaluate it, put it into the ./checkpoint directory and run:

python run_poseformer.py -k cpn_ft_h36m_dbb -f 81 -c checkpoint --evaluate detected81f.bin

We also provide pre-trained 81-frame model (Ground truth 2D pose as input) here. To evaluate it, put it into the ./checkpoint directory and run:

python run_poseformer.py -k gt -f 81 -c checkpoint --evaluate gt81f.bin

Training new models

  • To train a model from scratch (CPN detected 2D pose as input), run:
python run_poseformer.py -k cpn_ft_h36m_dbb -f 27 -lr 0.0001 -lrd 0.99

-f controls how many frames are used as input. 27 frames achieves 47.0 mm, 81 frames achieves achieves 44.3 mm.

  • To train a model from scratch (Ground truth 2D pose as input), run:
python run_poseformer.py -k gt -f 81 -lr 0.0001 -lrd 0.99

81 frames achieves 31.3 mm (MPJPE).

Visualization and other functions

We keep our code consistent with VideoPose3D. Please refer to their project page for further information.

Bibtex

If you find our work useful in your research, please consider citing:

@article{zheng20213d,
title={3D Human Pose Estimation with Spatial and Temporal Transformers},
author={Zheng, Ce and Zhu, Sijie and Mendieta, Matias and Yang, Taojiannan and Chen, Chen and Ding, Zhengming},
journal={arXiv preprint arXiv:2103.10455},
year={2021}
}

Acknowledgement

Part of our code is borrowed from VideoPose3D. We thank the authors for releasing the codes.

Owner
Ce Zheng
Ce Zheng
Ce Zheng
Opencv face recognition desktop application

Opencv-Face-Recognition Opencv face recognition desktop application Program developed by Gustavo Wydler Azuaga - 2021-11-19 Screenshots of the program

Gus 1 Nov 19, 2021
天池2021"全球人工智能技术创新大赛"【赛道一】:医学影像报告异常检测 - 第三名解决方案

天池2021"全球人工智能技术创新大赛"【赛道一】:医学影像报告异常检测 比赛链接 个人博客记录 目录结构 ├── final------------------------------------决赛方案PPT ├── preliminary_contest--------------------

19 Aug 17, 2022
Fully-automated scripts for collecting AI-related papers

AI-Paper-Collector Web demo: https://ai-paper-collector.vercel.app/ (recommended) Colab notebook: here Motivation Fully-automated scripts for collecti

772 Dec 30, 2022
Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd.

Head Detector Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd. The head_detection mod

Ramana Subramanyam 76 Dec 06, 2022
Single Shot Text Detector with Regional Attention

Single Shot Text Detector with Regional Attention Introduction SSTD is initially described in our ICCV 2017 spotlight paper. A third-party implementat

Pan He 215 Dec 07, 2022
Awesome anomaly detection in medical images

A curated list of awesome anomaly detection works in medical imaging, inspired by the other awesome-* initiatives.

Kang Zhou 57 Dec 19, 2022
Tool which allow you to detect and translate text.

Text detection and recognition This repository contains tool which allow to detect region with text and translate it one by one. Description Two pretr

Damian Panek 176 Nov 28, 2022
A tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background.

EasyLaMa (WIP) This is a tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background. Installation For GP

3 Sep 17, 2022
chineseocr/table_line 表格线检测模型pytorch版

table_line_pytorch chineseocr/table_detct 表格线检测模型table_line pytorch版 原项目github: https://github.com/chineseocr/table-detect 1、模型转换 下载原项目table_detect模型文

1 Oct 21, 2021
🖺 OCR using tensorflow with attention

tensorflow-ocr 🖺 OCR using tensorflow with attention, batteries included Installation git clone --recursive http://github.com/pannous/tensorflow-ocr

646 Nov 11, 2022
Computer vision applications project (Flask and OpenCV)

Computer Vision Applications Project This project is at it's initial phase. This is all about the implementation of different computer vision techniqu

Suryam Thapa 1 Jan 26, 2022
Maze generator and solver with python

Procedural-Maze-Generator-Algorithms Check out my youtube channel : Auctux Ressources Thanks to Jamis Buck Book : Mazes for programmers Requirements P

Joseph 19 Dec 07, 2022
BD-ALL-DIGIT - This Is Bangladeshi All Sim Cloner Tools

BANGLADESHI ALL SIM CLONER TOOLS INSTALL TOOL ON TERMUX $ apt update $ apt upgra

MAHADI HASAN AFRIDI 2 Jan 19, 2022
This is a tensorflow re-implementation of PSENet: Shape Robust Text Detection with Progressive Scale Expansion Network.My blog:

PSENet: Shape Robust Text Detection with Progressive Scale Expansion Network Introduction This is a tensorflow re-implementation of PSENet: Shape Robu

Michael liu 498 Dec 30, 2022
Toolbox for OCR post-correction

Ochre Ochre is a toolbox for OCR post-correction. Please note that this software is experimental and very much a work in progress! Overview of OCR pos

National Library of the Netherlands / Research 117 Nov 10, 2022
This is a passport scanning web service to help you scan, identify and validate your passport created with a simple and flexible design and ready to be integrated right into your system!

Passport-Recogniton-System This is a passport scanning web service to help you scan, identify and validate your passport created with a simple and fle

Mo'men Ashraf Muhamed 7 Jan 04, 2023
Assignment work with webcam

work with webcam : Press key 1 to use emojy on your face Press key 2 to use lip and eye on your face Press key 3 to checkered your face Press key 4 to

Hanane Kheirandish 2 May 31, 2022
Deskewing images with slanted content

skew_correction De-skewing images with slanted content by finding the deviation using Canny Edge Detection. To Run: In python 3.6, from deskew import

13 Aug 27, 2022
docstrum

Docstrum Algorithm Getting Started This repo is for developing a Docstrum algorithm presented by O’Gorman (1993). Disclaimer This source code is built

Chulwoo Mike Pack 54 Dec 13, 2022
Text modding tools for FF7R (Final Fantasy VII Remake)

FF7R_text_mod_tools Subtitle modding tools for FF7R (Final Fantasy VII Remake) There are 3 tools I made. make_dualsub_mod.exe: Merges (or swaps) subti

10 Dec 19, 2022