graph learning code for ogb

Overview

The final code for OGB

Installation Requirements:

  1. ogb=1.3.1
  2. torch=1.7.0
  3. torch-geometric=1.7.0
  4. torch-scatter=2.0.6
  5. torch-sparse=0.6.9

Baseline models

  1. The path of ogbn-ppa dataset should be ogb/ppa/dataset/ogbn_ppa, then you can get the performance reported by running the default code 10 times. In fact, we can get 82 by other parameters, but the model will be too large and training is much more slower. So in this report, we only set the parameters for the performance 81.4.
  2. The path of ogbn-code2 dataset should be ogb/code/dataset/ogbn_code2. Then you can get the performance reported by running the default code 10 times

ogbg-ppa

  1. cd ogb/ppa;
  2. sh run_script.sh 0

ogbg-code2

  1. cd ogb/code;
  2. sh run_script.sh 0

Performance

bot : bag of tricks

ogbg-ppa

methods test accuracy val accuracy Parameters Hardware
ExpC+bot 0.8140±0.0028 0.7811±0.0012 3.7M Tesla V100 32GB

ogbg-code2

methods test accuracy val accuracy Parameters Hardware
GMAN+bot 0.1770±0.0012 0.1631±0.0090 63.7M Tesla V100 32GB

Reference:

  1. https://github.com/qslim/epcb-gnns
  2. https://github.com/devnkong/FLAG
Owner
PierreHao
PierreHao
Hand Detection and Finger Detection on Live Feed

Hand-Detection-On-Live-Feed Hand Detection and Finger Detection on Live Feed Getting Started Install the dependencies $ git clone https://github.com/c

Chauhan Mahaveer 2 Jan 02, 2022
CNN+Attention+Seq2Seq

Attention_OCR CNN+Attention+Seq2Seq The model and its tensor transformation are shown in the figure below It is necessary ch_ train and ch_ test the p

Tsukinousag1 2 Jul 14, 2022
Papers, Datasets, Algorithms, SOTA for STR. Long-time Maintaining

Scene Text Recognition Recommendations Everythin about Scene Text Recognition SOTA • Papers • Datasets • Code Contents 1. Papers 2. Datasets 2.1 Synth

Deep Learning and Vision Computing Lab, SCUT 197 Jan 05, 2023
Play the Namibian game of Owela against a terrible AI. Built using Django and htmx.

Owela Club A Django project for playing the Namibian game of Owela against a dumb AI. Built following the rules described on the Mancala World wiki pa

Adam Johnson 18 Jun 01, 2022
基于openpose和图像分类的手语识别项目

手语识别 0、使用到的模型 (1). openpose,作者:CMU-Perceptual-Computing-Lab https://github.com/CMU-Perceptual-Computing-Lab/openpose (2). 图像分类classification,作者:Bubbl

20 Dec 15, 2022
A simple component to display annotated text in Streamlit apps.

Annotated Text Component for Streamlit A simple component to display annotated text in Streamlit apps. For example: Installation First install Streaml

Thiago Teixeira 312 Dec 30, 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 curated list of resources dedicated to scene text localization and recognition

Scene Text Localization & Recognition Resources A curated list of resources dedicated to scene text localization and recognition. Any suggestions and

CarlosTao 1.6k Dec 22, 2022
CTPN + DenseNet + CTC based end-to-end Chinese OCR implemented using tensorflow and keras

简介 基于Tensorflow和Keras实现端到端的不定长中文字符检测和识别 文本检测:CTPN 文本识别:DenseNet + CTC 环境部署 sh setup.sh 注:CPU环境执行前需注释掉for gpu部分,并解开for cpu部分的注释 Demo 将测试图片放入test_images

Yang Chenguang 2.6k Dec 29, 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
Official PyTorch implementation for "Mixed supervision for surface-defect detection: from weakly to fully supervised learning"

Mixed supervision for surface-defect detection: from weakly to fully supervised learning [Computers in Industry 2021] Official PyTorch implementation

ViCoS Lab 169 Dec 30, 2022
QED-C: The Quantum Economic Development Consortium provides these computer programs and software for use in the fields of quantum science and engineering.

Application-Oriented Performance Benchmarks for Quantum Computing This repository contains a collection of prototypical application- or algorithm-cent

SRI International 67 Nov 30, 2022
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
Bu uygulamada Python ve Opencv kullanarak bilgisayar kamerasından yüz tespiti yapıyoruz.

opencv_yuz_bulma Bu uygulamada Python ve Opencv kullanarak bilgisayar kamerasından yüz tespiti yapıyoruz. Bilgisarın kendi kamerasını kullanmak için;

Ahmet Haydar Ornek 6 Apr 16, 2022
POT : Python Optimal Transport

This open source Python library provide several solvers for optimization problems related to Optimal Transport for signal, image processing and machine learning.

Python Optimal Transport 1.7k Jan 04, 2023
Text recognition (optical character recognition) with deep learning methods.

What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis | paper | training and evaluation data | failure cases and cle

Clova AI Research 3.2k Jan 04, 2023
A machine learning software for extracting information from scholarly documents

GROBID GROBID documentation Visit the GROBID documentation for more detailed information. Summary GROBID (or Grobid, but not GroBid nor GroBiD) means

Patrice Lopez 1.9k Jan 08, 2023
Corner-based Region Proposal Network

Corner-based Region Proposal Network CRPN is a two-stage detection framework for multi-oriented scene text. It employs corners to estimate the possibl

xhzdeng 140 Nov 04, 2022
Polaris is a Face recognition attendance system .

Support Me 🚀 About Polaris 📄 Polaris is a system based on facial recognition with a futuristic GUI design, Can easily find people informations store

XN3UR0N 215 Dec 26, 2022
Python package for handwriting and sketching in Jupyter cells

ipysketch A Python package for handwriting and sketching in Jupyter notebooks. Usage A movie is worth a thousand pictures is worth a million words...

Matthias Baer 16 Jan 05, 2023