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
ERQA - Edge Restoration Quality Assessment

ERQA - a full-reference quality metric designed to analyze how good image and video restoration methods (SR, deblurring, denoising, etc) are restoring real details.

MSU Video Group 27 Dec 17, 2022
Make OpenCV camera loops less of a chore by skipping the boilerplate and getting right to the interesting stuff

camloop Forget the boilerplate from OpenCV camera loops and get to coding the interesting stuff Table of Contents Usage Install Quickstart More advanc

Gabriel Lefundes 9 Nov 12, 2021
A toolbox of scene text detection and recognition

FudanOCR This toolbox contains the implementations of the following papers: Scene Text Telescope: Text-Focused Scene Image Super-Resolution [Chen et a

FudanVIC Team 170 Dec 26, 2022
The world's simplest facial recognition api for Python and the command line

Face Recognition You can also read a translated version of this file in Chinese 简体中文版 or in Korean 한국어 or in Japanese 日本語. Recognize and manipulate fa

Adam Geitgey 47k Jan 07, 2023
A fastai/PyTorch package for unpaired image-to-image translation.

Unpaired image-to-image translation A fastai/PyTorch package for unpaired image-to-image translation currently with CycleGAN implementation. This is a

Tanishq Abraham 120 Dec 02, 2022
A PyTorch implementation of ECCV2018 Paper: TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes

TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes A PyTorch implement of TextSnake: A Flexible Representation for Detecting

Prince Wang 417 Dec 12, 2022
A facial recognition program that plays a alarm (mp3 file) when a person i seen in the room. A basic theif using Python and OpenCV

Home-Security-Demo A facial recognition program that plays a alarm (mp3 file) when a person is seen in the room. A basic theif using Python and OpenCV

SysKey 4 Nov 02, 2021
With the virtual keyboard, you can write on the real time images by combining the thumb and index fingers on the letter you want.

Virtual Keyboard With the virtual keyboard, you can write on the real time images by combining the thumb and index fingers on the letter you want. At

Güldeniz Bektaş 5 Jan 23, 2022
Code for the ACL2021 paper "Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction"

CSCBLI Code for our ACL Findings 2021 paper, "Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction". Require

Jinpeng Zhang 12 Oct 08, 2022
Python-based tools for document analysis and OCR

ocropy OCRopus is a collection of document analysis programs, not a turn-key OCR system. In order to apply it to your documents, you may need to do so

OCRopus 3.2k Dec 31, 2022
Some codes from PyImageSearch course's and external projects.

👨‍💻 Some codes and projects 👨‍💻 💡 Technologies 📜 Projects 📍 Chrome Dinosaur Controller 📦 Script 📍 Coins Counter 📦 Script 🤓 Author Lucas Biv

Lucas Bivar 25 Oct 24, 2021
Textboxes implementation with Tensorflow (python)

tb_tensorflow A python implementation of TextBoxes Dependencies TensorFlow r1.0 OpenCV2 Code from Chaoyue Wang 03/09/2017 Update: 1.Debugging optimize

Jayne Shin (신재인) 20 May 31, 2019
Semantic-based Patch Detection for Binary Programs

PMatch Semantic-based Patch Detection for Binary Programs Requirement tensorflow-gpu 1.13.1 numpy 1.16.2 scikit-learn 0.20.3 ssdeep 3.4 Usage tar -xvz

Mr.Curiosity 3 Sep 02, 2022
text detection mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network

text-detection-ctpn Scene text detection based on ctpn (connectionist text proposal network). It is implemented in tensorflow. The origin paper can be

Shaohui Ruan 3.3k Dec 30, 2022
A Screen Translator/OCR Translator made by using Python and Tesseract, the user interface are made using Tkinter. All code written in python.

About An OCR translator tool. Made by me by utilizing Tesseract, compiled to .exe using pyinstaller. I made this program to learn more about python. I

Fauzan F A 41 Dec 30, 2022
Python tool that takes the OCR.space JSON output as input and draws a text overlay on top of the image.

OCR.space OCR Result Checker = Draw OCR overlay on top of image Python tool that takes the OCR.space JSON output as input, and draws an overlay on to

a9t9 4 Oct 18, 2022
MONAI Label is a server-client system that facilitates interactive medical image annotation by using AI.

MONAI Label is a server-client system that facilitates interactive medical image annotation by using AI. It is an open-source and easy-to-install ecosystem that can run locally on a machine with one

Project MONAI 344 Dec 23, 2022
Select range and every time the screen changes, OCR is activated.

ASOCR(Auto Screen OCR) Select range and every time you press Space key, OCR is activated. 範囲を選ぶと、あなたがスペースキーを押すたびに、画面が変わる度にOCRが起動します。 usage1: simple OC

1 Feb 13, 2022
An expandable and scalable OCR pipeline

Overview Nidaba is the central controller for the entire OGL OCR pipeline. It oversees and automates the process of converting raw images into citable

81 Jan 04, 2023
The open source extract transaction infomation by using OCR.

Transaction OCR Mã nguồn trích xuất thông tin transaction từ file scaned pdf, ở đây tôi lựa chọn tài liệu sao kê công khai của Thuy Tien. Mã nguồn có

Nguyen Xuan Hung 18 Jun 02, 2022