Open Source Libs
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Open Source Libraries
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Geometric Deep Learning
49 Open Source Geometric Deep Learning Software Projects
Free and open source geometric deep learning code projects including engines, APIs, generators, and tools.
Pytorch_geometric
13658 ⭐
Graph Neural Network Library for PyTorch
Stellargraph
2264 ⭐
StellarGraph - Machine Learning on Graphs
Meshcnn
1197 ⭐
Convolutional Neural Network for 3D meshes in PyTorch
Deep_gcns_torch
847 ⭐
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
Deep_gcns
606 ⭐
Tensorflow Repo for "DeepGCNs: Can GCNs Go as Deep as CNNs?" ICCV2019 Oral https://www.deepgcns.org
Kglib
489 ⭐
Grakn Knowledge Graph Library (ML R&D)
Relation Shape Cnn
367 ⭐
Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)
Pytorch_cluster
466 ⭐
PyTorch Extension Library of Optimized Graph Cluster Algorithms
Pytorch_geometric_temporal
1304 ⭐
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
Masif
284 ⭐
MaSIF- Molecular surface interaction fingerprints. Geometric deep learning to decipher patterns in molecular surfaces.
Geometricflux.jl
259 ⭐
Geometric Deep Learning for Flux
Sgas
149 ⭐
SGAS: Sequential Greedy Architecture Search (CVPR'2020) https://www.deepgcns.org/auto/sgas
Deep Graph Matching Consensus
177 ⭐
Implementation of "Deep Graph Matching Consensus" in PyTorch
Densepoint
114 ⭐
DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing (ICCV 2019)
Ptgnn
303 ⭐
A PyTorch Graph Neural Network Library
Graphein
305 ⭐
Protein Graph Library
Dgl Lifesci
365 ⭐
Python package for graph neural networks in chemistry and biology
Pytorch_spline_conv
114 ⭐
Implementation of the Spline-Based Convolution Operator of SplineCNN in PyTorch
Surfacenetworks
85 ⭐
Source code for CVPR 2018 Oral paper "Surface Networks"
Graph Convnet Tsp
159 ⭐
Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Session 2019)
Graph Convolution On Structured Documents
115 ⭐
This repo contains code to convert Structured Documents to Graphs and implement a Graph Convolution Neural Network for node classification
Evoskeleton
236 ⭐
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
Kpconv.pytorch
56 ⭐
PyTorch reimplementation for "KPConv: Flexible and Deformable Convolution for Point Clouds" https://arxiv.org/abs/1904.08889
Deepergnn
135 ⭐
Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]
Hsn
67 ⭐
Code for SIGGRAPH paper CNNs on Surfaces using Rotation-Equivariant Features
Overlapping Community Detection
79 ⭐
Implementation of "Overlapping Community Detection with Graph Neural Networks"
Alignet
51 ⭐
code to train a neural network to align pairs of shapes without needing ground truth warps for supervision
Himp Gnn
54 ⭐
Hierarchical Inter-Message Passing for Learning on Molecular Graphs
Differentiable Frechet Mean
45 ⭐
[ICML 2020] Differentiating through the Fréchet Mean (https://arxiv.org/abs/2003.00335).
Graphgallery
301 ⭐
GraphGallery is a gallery for benchmarking Graph Neural Networks (GNNs).
Learning Paradigms For Tsp
16 ⭐
Code for the paper 'On Learning Paradigms for the Travelling Salesman Problem' (NeurIPS 2019 Graph Representation Learning Workshop)
Gnn Lspe
109 ⭐
Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations)
Curvature Learning Framework
89 ⭐
Curvlearn, a Tensorflow based non-Euclidean deep learning framework.
Building Dataset Generator
40 ⭐
Procedural 3D data generation pipeline for architecture
Gnns In Network Neuroscience
60 ⭐
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
Simplicial_neural_networks
31 ⭐
Simplicial neural networks (SNNs), a generalization of graph neural networks to data that live on a class of topological spaces called simplicial complexes.
Rggnet
25 ⭐
Official Tensorflow Implementation for "RGGNet: Tolerance Aware LiDAR-Camera Online Calibration with Geometric Deep Learning and Generative Model", IEEE Robotics and Automation Letters 5.4 (2020): 6956-6963
Gdm
15 ⭐
Repository of the paper "Machine learning dismantling and early-warning signals of disintegration in complex systems" by M. Grassia, M. De Domenico and G. Mangioni
Deepinteract
22 ⭐
A geometric deep learning pipeline for predicting protein interface contacts.
Multigraphgan
14 ⭐
MultiGraphGAN for predicting multiple target graphs from a source graph using geometric deep learning.
Scatteringgcn
13 ⭐
Scattering GCN: overcoming oversmoothness in graph convolutional networks
Ggan
11 ⭐
Generative adversarial network for normalizing and predicting time-dependent graphs with respect to a fixed template.
Torch Quiver
158 ⭐
PyTorch Library for Fast and Easy Distributed Graph Learning
Malnet Graph
24 ⭐
A large-scale database for graph representation learning
Awesome 3D Programming
20 ⭐
:ice_cube: Collection of the most awesome learning resources on 3D programming in Computer Graphics, Digital Realities (AR/VR/XR) and Machine Learning (CV, GDL) in the form of tutorials, videos and books.
Litmatter
17 ⭐
Rapid experimentation and scaling of deep learning models on molecular and crystal graphs.
Chemicalx
72 ⭐
A PyTorch and TorchDrug based deep learning library for drug pair scoring.
Mimuc Gp
14 ⭐
🏭 Geometry Processing at LMU Munich
Fishergcn
10 ⭐
Fisher-Bures Adversary Graph Convolutional Networks