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
An Optical Character Recognition system using Pytesseract/Extracting data from Blood Pressure Reports.

Optical_Character_Recognition An Optical Character Recognition system using Pytesseract/Extracting data from Blood Pressure Reports. As an IOT/Compute

Ramsis Hammadi 1 Feb 12, 2022
Um RPG de texto orientado a objetos.

RPG de texto Um RPG de texto orientado a objetos, sem história. Um RPG (Role-playing game) baseado em texto em que você pode viajar para alguns locais

Vinicius 3 Oct 05, 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
Tensorflow-based CNN+LSTM trained with CTC-loss for OCR

Overview This collection demonstrates how to construct and train a deep, bidirectional stacked LSTM using CNN features as input with CTC loss to perfo

Jerod Weinman 489 Dec 21, 2022
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
Regions sanitàries (RS), Sectors Sanitàris (SS) i Àrees Bàsiques de Salut (ABS) de Catalunya

Regions sanitàries (RS), Sectors Sanitaris (SS), Àrees de Gestió Assistencial (AGA) i Àrees Bàsiques de Salut (ABS) de Catalunya Fitxers GeoJSON de le

Glòria Macià Muñoz 2 Jan 23, 2022
deployment of a hybrid model for automatic weapon detection/ anomaly detection for surveillance applications

Automatic Weapon Detection Deployment of a hybrid model for automatic weapon detection/ anomaly detection for surveillance applications. Loved the pro

Janhavi 4 Mar 04, 2022
Links to awesome OCR projects

Awesome OCR This list contains links to great software tools and libraries and literature related to Optical Character Recognition (OCR). Contribution

Konstantin Baierer 2.2k Jan 02, 2023
PyNeuro is designed to connect NeuroSky's MindWave EEG device to Python and provide Callback functionality to provide data to your application in real time.

PyNeuro PyNeuro is designed to connect NeuroSky's MindWave EEG device to Python and provide Callback functionality to provide data to your application

Zach Wang 45 Dec 30, 2022
Handwritten Text Recognition (HTR) system implemented with TensorFlow.

Handwritten Text Recognition with TensorFlow Update 2021: more robust model, faster dataloader, word beam search decoder also available for Windows Up

Harald Scheidl 1.5k Jan 07, 2023
Slice a single image into multiple pieces and create a dataset from them

OpenCV Image to Dataset Converter Slice a single image of Persian digits into mu

Meysam Parvizi 14 Dec 29, 2022
Repository of conference publications and source code for first-/ second-authored papers published at NeurIPS, ICML, and ICLR.

Repository of conference publications and source code for first-/ second-authored papers published at NeurIPS, ICML, and ICLR.

Daniel Jarrett 26 Jun 17, 2021
MORAN: A Multi-Object Rectified Attention Network for Scene Text Recognition

MORAN: A Multi-Object Rectified Attention Network for Scene Text Recognition Python 2.7 Python 3.6 MORAN is a network with rectification mechanism for

Canjie Luo 595 Dec 27, 2022
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
Primary QPDF source code and documentation

QPDF QPDF is a command-line tool and C++ library that performs content-preserving transformations on PDF files. It supports linearization, encryption,

QPDF 2.2k Jan 04, 2023
virtual mouse which can copy files, close tabs and many other features !

AI Virtual Mouse Controller Developed an AI-based system to control the mouse cursor using Python and OpenCV with the real-time camera. Fingertip loca

Diwas Pandey 23 Oct 05, 2021
pulse2percept: A Python-based simulation framework for bionic vision

pulse2percept: A Python-based simulation framework for bionic vision Retinal degenerative diseases such as retinitis pigmentosa and macular degenerati

67 Dec 29, 2022
color detection using python

colordetection color detection using python In this color detection Python project, we are going to build an application through which you can automat

Ruchith Kumar 1 Nov 04, 2021
Deep learning based page layout analysis

Deep Learning Based Page Layout Analyze This is a Python implementaion of page layout analyze tool. The goal of page layout analyze is to segment page

186 Dec 29, 2022
Code related to "Have Your Text and Use It Too! End-to-End Neural Data-to-Text Generation with Semantic Fidelity" paper

DataTuner You have just found the DataTuner. This repository provides tools for fine-tuning language models for a task. See LICENSE.txt for license de

81 Jan 01, 2023