Source Code for AAAI 2022 paper "Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching"

Overview

Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching

This repository is an official implementation of the paper Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching.

Introduction

We propose dual message passing neural networks (DMPNNs) to enhance the substructure representation learning in an asynchronous way for subgraph isomorphism counting and matching as well as unsupervised node classification.

Reproduction

Package Dependencies

  • tqdm
  • numpy
  • pandas
  • scipy
  • numba >= 0.54.0
  • python-igraph
  • torch >= 1.7.0
  • dgl >= 0.6.0

Please refer to SubgraphCountingMatching and UnsupervisedNodeClassification

Citation

@inproceedings{liu2022graph,
  author    = {Xin Liu, Yangqiu Song},
  title     = {Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching},
  booktitle = {AAAI},
  year      = {2022}
}

Miscellaneous

Please send any questions about the code and/or the algorithm to [email protected].

Owner
HKUST-KnowComp
Knowledge Computation [email protected], led by Yangqiu Song
HKUST-KnowComp
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
Basic functions manipulating images using the OpenCV library

OpenCV Basic functions manipulating images using the OpenCV library. Reading Ima

Shatha Siala 3 Feb 17, 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
CNN+LSTM+CTC based OCR implemented using tensorflow.

CNN_LSTM_CTC_Tensorflow CNN+LSTM+CTC based OCR(Optical Character Recognition) implemented using tensorflow. Note: there is No restriction on the numbe

Watson Yang 356 Dec 08, 2022
This repository contains codes on how to handle mouse event using OpenCV

Handling-Mouse-Click-Events-Using-OpenCV This repository contains codes on how t

Happy N. Monday 3 Feb 15, 2022
An interactive interface for using OpenCV's GrabCut algorithm for image segmentation.

Interactive GrabCut An interactive interface for using OpenCV's GrabCut algorithm for image segmentation. Setup Install dependencies: pip install nump

Jason Y. Zhang 16 Oct 10, 2022
PyTorch Re-Implementation of EAST: An Efficient and Accurate Scene Text Detector

Description This is a PyTorch Re-Implementation of EAST: An Efficient and Accurate Scene Text Detector. Only RBOX part is implemented. Using dice loss

365 Dec 20, 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
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
Official code for "Bridging Video-text Retrieval with Multiple Choice Questions", CVPR 2022 (Oral).

Bridging Video-text Retrieval with Multiple Choice Questions, CVPR 2022 (Oral) Paper | Project Page | Pre-trained Model | CLIP-Initialized Pre-trained

Applied Research Center (ARC), Tencent PCG 99 Jan 06, 2023
Apply different text recognition services to images of handwritten documents.

Handprint The Handwritten Page Recognition Test is a command-line program that invokes HTR (handwritten text recognition) services on images of docume

Caltech Library 117 Jan 02, 2023
Face Detection with DLIB

Face Detection with DLIB In this project, we have detected our face with dlib and opencv libraries. Setup This Project Install DLIB & OpenCV You can i

Can 2 Jan 16, 2022
Distilling Knowledge via Knowledge Review, CVPR 2021

ReviewKD Distilling Knowledge via Knowledge Review Pengguang Chen, Shu Liu, Hengshuang Zhao, Jiaya Jia This project provides an implementation for the

DV Lab 194 Dec 28, 2022
One Metrics Library to Rule Them All!

onemetric Installation Install onemetric from PyPI (recommended): pip install onemetric Install onemetric from the GitHub source: git clone https://gi

Piotr Skalski 49 Jan 03, 2023
[BMVC'21] Official PyTorch Implementation of Grounded Situation Recognition with Transformers

Grounded Situation Recognition with Transformers Paper | Model Checkpoint This is the official PyTorch implementation of Grounded Situation Recognitio

Junhyeong Cho 18 Jul 19, 2022
A simple Digits Recogniser made in Python

⭐ Python Digit Recogniser A simple digit Recogniser made in Python Demo Run Locally Clone the project git clone https://github.com/yashraj-n/python-

Yashraj narke 4 Nov 29, 2021
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?

Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks? Artifact Detection/Correction - Offcial PyTorch Implementation This rep

CHOI HWAN IL 23 Dec 20, 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
基于Paddle框架的PSENet复现

PSENet-Paddle 基于Paddle框架的PSENet复现 本项目基于paddlepaddle框架复现PSENet,并参加百度第三届论文复现赛,将在2021年5月15日比赛完后提供AIStudio链接~敬请期待 AIStudio链接 参考项目: whai362-PSENet 环境配置 本项目

QuanHao Guo 4 Apr 24, 2022
Hand gesture detection project with aweome UI implementation.

an awesome hand gesture detection project for you to be creative! Imagination is the limit to do with this project.

AR Ashraf 39 Sep 26, 2022