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
The papers published in top-tier AI conferences in recent years.

AI-conference-papers The papers published in top-tier AI conferences in recent years. Paper table AAAI ICLR CVPR ICML ICCV ECCV NIPS 2019 ✔️ ✔️ ✔️ ✔️

Jinbae Park 6 Dec 09, 2022
SRA's seminar on Introduction to Computer Vision Fundamentals

Introduction to Computer Vision This repository includes basics to : Python Numpy: A python library Git Computer Vision. The aim of this repository is

Society of Robotics and Automation 147 Dec 04, 2022
Controlling Volume by Hand Gestures

This program allows the user to control the volume of their device with specific hand gestures involving their thumb and index finger!

Riddhi Bajaj 1 Nov 11, 2021
An Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come

An Agnostic Object Detection Framework IceVision is the first agnostic computer vision framework to offer a curated collection with hundreds of high-q

airctic 790 Jan 05, 2023
The code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Long-term Action Assessment".

Likert Scoring with Grade Decoupling for Long-term Action Assessment This is the code for CVPR2022 paper "Likert Scoring with Grade Decoupling for Lon

10 Oct 21, 2022
FOTS Pytorch Implementation

News!!! Recognition branch now is added into model. The whole project has beed optimized and refactored. ICDAR Dataset SynthText 800K Dataset detectio

Ning Lu 599 Dec 19, 2022
"Very simple but works well" Computer Vision based ID verification solution provided by LibraX.

ID Verification by LibraX.ai This is the first free Identity verification in the market. LibraX.ai is an identity verification platform for developers

LibraX.ai 46 Dec 06, 2022
Zoom , GoogleMeets에서 Vtuber 데뷔하기

EasyVtuber Facial landmark와 GAN을 이용한 Character Face Generation Google Meets, Zoom 등에서 자신만의 웹툰, 만화 캐릭터로 대화해보세요! 악세사리는 어느정도 추가해도 잘 작동해요! 안타깝게도 RTX 2070

Gunwoo Han 140 Dec 23, 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
ARU-Net - Deep Learning Chinese Word Segment

ARU-Net: A Neural Pixel Labeler for Layout Analysis of Historical Documents Contents Introduction Installation Demo Training Introduction This is the

128 Sep 12, 2022
Reference Code for AAAI-20 paper "Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labels"

Reference Code for AAAI-20 paper "Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labels" Please refer to htt

Ke Sun 1 Feb 14, 2022
Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper.

EnergyExpenditure Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper. Additional data for replicating this s

Patrick S 42 Oct 26, 2022
Repositório para registro de estudo da biblioteca opencv (Python)

OpenCV (Python) Objetivo do Repositório: Registrar avanços no estudo da biblioteca opencv. O repositório estará aberto a qualquer pessoa e há tambem u

1 Jun 14, 2022
Convert Text-to Handwriting Using Python

Convert Text-to Handwriting Using Python Description In this project we'll use python library that's "pywhatkit" for converting text to handwriting. t

8 Nov 19, 2022
Use Youdao OCR API to covert your clipboard image to text.

Alfred Clipboard OCR 注:本仓库基于 oott123/alfred-clipboard-ocr 的逻辑用 Python 重写,换用了有道 AI 的 API,准确率更高,有效防止百度导致隐私泄露等问题,并且有道 AI 初始提供的 50 元体验金对于其资费而言个人用户基本可以永久使用

Junlin Liu 6 Sep 19, 2022
Thresholding-and-masking-using-OpenCV - Image Thresholding is used for image segmentation

Image Thresholding is used for image segmentation. From a grayscale image, thresholding can be used to create binary images. In thresholding we pick a threshold T.

Grace Ugochi Nneji 3 Feb 15, 2022
A program that takes in the hand gesture displayed by the user and translates ASL.

Interactive-ASL-Recognition Using the framework mediapipe made by google, OpenCV library and through self teaching, I was able to create a program tha

Riddhi Bajaj 3 Nov 22, 2021
Satoshi is a discord bot template in python using discord.py that allow you to track some live crypto prices with your own discord bot.

Satoshi ~ DiscordCryptoBot Satoshi is a simple python discord bot using discord.py that allow you to track your favorites cryptos prices with your own

Théo 2 Sep 15, 2022
Automatically remove the mosaics in images and videos, or add mosaics to them.

Automatically remove the mosaics in images and videos, or add mosaics to them.

Hypo 1.4k Dec 30, 2022
Handwritten Character Recognition using CNN

Handwritten Character Recognition using CNN Problem Definition The main objective of this project is to solve the problem of handwritten character rec

Mohit Kaushik 4 Mar 02, 2022