geometric-deep-learning

There are 47 repositories under geometric-deep-learning topic.

pyg-team / pytorch_geometric
Graph Neural Network Library for PyTorch
deep-learning geometric-deep-learning graph-convolutional-networks graph-neural-networks pytorch
Language:Python 20280
kmario23 / deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
machine-learning deep-learning deep-neural-networks pattern-recognition computer-vision optimization visual-recognition reinforcement-learning deep-reinforcement-learning natural-language-processing artificial-neural-networks artificial-intelligence-algorithms probabilistic-graphical-models bayesian-statistics speech-recognition graph-neural-networks medical-imaging geometric-deep-learning explainable-ai probability
Language:HTML 11840
stellargraph / stellargraph
StellarGraph - Machine Learning on Graphs
graphs machine-learning machine-learning-algorithms graph-convolutional-networks networkx geometric-deep-learning saliency-map interpretability heterogeneous-networks graph-neural-networks graph-analysis graph-machine-learning gcn link-prediction stellargraph-library graph-data python deep-learning data-science
Language:Python 2898
MeshCNN
ranahanocka / MeshCNN
Convolutional Neural Network for 3D meshes in PyTorch
pytorch geometric-deep-learning convolutional-neural-networks machine-learning mesh computer-graphics segmentation 3d
Language:Python 1540
pypose / pypose
A library for differentiable robotics.
robotics pytorch python learning lie-group optimization deep-learning computer-graphics geometric-deep-learning physics slam control planning autonomous-robots kalman-filter pose-estimation pose-graph-optimization
Language:Python 1184
lightaime / deep_gcns_torch
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
graph-neural-networks geometric-deep-learning 3d-point-clouds deep-gcns data-mining pytorch computer-vision bioinformatics cheminformatics social-network science-research deep-learning graph-convolutional-networks
Language:Python 1121
graphein
a-r-j / graphein
Protein Graph Library
protein protein-structure deep-learning pytorch graph-neural-networks dgl computational-biology bioinformatics structural-biology protein-data-bank protein-design geometric-deep-learning pytorch-geometric python interactomics interactome rna ppi-networks gene-regulatory-networks drug-discovery
Language:Jupyter Notebook 989
rusty1s / pytorch_cluster
PyTorch Extension Library of Optimized Graph Cluster Algorithms
pytorch geometric-deep-learning graph-neural-networks cluster-algorithms
Language:C++ 766
chemicalx
AstraZeneca / chemicalx
A PyTorch and TorchDrug based deep learning library for drug pair scoring. (KDD 2022)
deep-learning pytorch deep-chemistry graph-neural-network drug drug-pair polypharmacy drug-discovery pharma drug-interaction chemistry biology machine-learning torch geometric-deep-learning geometry smiles smiles-strings torchdrug
Language:Python 698
awslabs / dgl-lifesci
Python package for graph neural networks in chemistry and biology
deep-learning graph-neural-networks dgl cheminformatics bioinformatics geometric-deep-learning drug-discovery molecule
Language:Python 689
lightaime / deep_gcns
Tensorflow Repo for "DeepGCNs: Can GCNs Go as Deep as CNNs?" ICCV2019 Oral https://www.deepgcns.org
deep-gcns geometric-deep-learning graph-neural-networks 3d-point-clouds
Language:Python 627
vaticle / typedb-ml
TypeDB-ML is the Machine Learning integrations library for TypeDB
grakn graql machine-learning artificial-intelligence ml knowledge-graph knowledgebase link-prediction relational-learning knowledge-graph-completion graph-convolutional-networks graph-networks neural-network python tensorflow graph graphs ai geometric-deep-learning
Language:Python 552
LPDI-EPFL / masif
MaSIF- Molecular surface interaction fingerprints. Geometric deep learning to decipher patterns in molecular surfaces.
protein-surface molecular-surface geometric-deep-learning
Language:Python 541
EdisonLeeeee / GraphGallery
GraphGallery is a gallery for benchmarking Graph Neural Networks, From InplusLab.
graph-neural-networks models graph geometric-deep-learning pytorch graphgallery adversarial-machine-learning dgl pyg
Language:Python 455
chaitjo / geometric-gnn-dojo
Geometric GNN Dojo provides unified implementations and experiments to explore the design space of Geometric Graph Neural Networks.
geometric-deep-learning graph-neural-networks equivariance equivariant-networks geometric-graphs graph-isomorphism pytorch pytorch-geometric e3nn
Language:Jupyter Notebook 427
Yochengliu / Relation-Shape-CNN
Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)
artificial-intelligence deep-learning geometric-deep-learning convolutional-neural-network 3d-convolutional-network 3d-point-clouds 3d-shape-recognition 3d-shape-segmentation normal-estimation 3d-graphics
Language:Python 413
microsoft / ptgnn
A PyTorch Graph Neural Network Library
graph-neural-networks deep-learning pytorch geometric-deep-learning gnn
Language:Python 372
FluxML / GeometricFlux.jl
Geometric Deep Learning for Flux
geometric-deep-learning juliagraphs flux graph-neural-networks machine-learning deep-learning
Language:Julia 349
Nicholasli1995 / EvoSkeleton
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
human-pose-estimation 3d-pose-estimation data-augmentation 2d-to-3d deep-learning evolutionary-algorithms bias-correction dataset annotaton-tool 3d-computer-vision cvpr2020 geometric-deep-learning generalization-on-diverse-scenes feed-forward-neural-networks synthetic-data kinematic-trees 3d-human-pose smpl cvpr
Language:Python 330
QUVA-Lab / escnn
Equivariant Steerable CNNs Library for Pytorch https://quva-lab.github.io/escnn/
deep-learning equivariance isometries pytorch symmetries rotations geometric-deep-learning geometry invariant
Language:Python 318
quiver-team / torch-quiver
PyTorch Library for Low-Latency, High-Throughput Graph Learning on GPUs.
pytorch geometric-deep-learning graph-learning gpu-acceleration graph-neural-networks distributed-computing
Language:Python 283
chaitjo / graph-convnet-tsp
Code for the paper 'An Efficient Graph Convolutional Network Technique for the Travelling Salesman Problem' (INFORMS Annual Meeting Session 2019)
deep-learning combinatorial-optimization travelling-salesman-problem pytorch geometric-deep-learning graph-neural-networks
Language:Python 280
qitianwu / DIFFormer
The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"
attention diffusion diffusion-equation geometric-deep-learning graph-neural-networks graph-transformer iclr2023 image-classification large-graph node-classification pytorch pytorch-geometric pytorch-geometric-temporal spatial-temporal-forecasting text-classification transformer
Language:Python 273
PyNeuraLogic
LukasZahradnik / PyNeuraLogic
PyNeuraLogic lets you use Python to create Differentiable Logic Programs
machine-learning deep-learning graph-neural-networks relational-learning python geometric-deep-learning pytorch logic-programming differentiable-programming
Language:Python 269
rusty1s / deep-graph-matching-consensus
Implementation of "Deep Graph Matching Consensus" in PyTorch
pytorch geometric-deep-learning graph-neural-networks graph-matching neighborhood-consensus
Language:Python 254
gnn-lspe
vijaydwivedi75 / gnn-lspe
Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022
graph-neural-networks transformers graph-transformer positional-encoding graph-deep-learning transformer-networks attention graphs molecules gnn-lspe lspe graph-representation-learning geometric-deep-learning representation-learning gnn message-passing
Language:Python 224
basiralab / GNNs-in-Network-Neuroscience
A review of papers proposing novel GNN methods with application to brain connectivity published in 2017-2020.
graph-neural-network graph-prediction biomarker network-neuroscience brain-connectivity brain-disorders geometric-deep-learning gans predictive-intelligence graph-integration graph-fusion graph-synthesis graph-superresolution graph-timeseries gnn gnns brain-gnn
197
DEVIANT
abhi1kumar / DEVIANT
[ECCV 2022] Official PyTorch Code of DEVIANT: Depth Equivariant Network for Monocular 3D Object Detection
object-detection 3d-object-detection autonomous-driving eccv2022 equivariance monocular-3d-detection monocular-3d-localization one-stage-detector depth-equivariance eccv projective-manifold 3d-computer-vision eccv-2022 kitti-3d nuscenes waymo geometric-deep-learning autonomous-vehicle projective-geometry
Language:C++ 194
atomicarchitects / equiformer
[ICLR'23 Spotlight] Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs
catalyst-design computational-chemistry deep-learning drug-discovery equivariant-graph-neural-network force-fields interatomic-potentials machine-learning molecular-dynamics pytorch ai-for-science equivariant-neural-networks graph-neural-networks e3nn geometric-deep-learning materials-science
Language:Python 176
lrnzgiusti / awesome-topological-deep-learning
A curated list of topological deep learning (TDL) resources and links.
algebraic-topology deep-learning geometric-deep-learning neural-networks topological-deep-learning applied topological-neural-networks topology applied-topology
166
rusty1s / pytorch_spline_conv
Implementation of the Spline-Based Convolution Operator of SplineCNN in PyTorch
pytorch geometric-deep-learning graph-neural-networks spline-cnn
Language:C++ 166
MinkaiXu / GeoLDM
Geometric Latent Diffusion Models for 3D Molecule Generation
deep-generative-model diffusion-models drug-discovery geometric-deep-learning icml-2023 molecule molecule-generation
Language:Python 164
lightaime / sgas
SGAS: Sequential Greedy Architecture Search (CVPR'2020) https://www.deepgcns.org/auto/sgas
graph-neural-networks geometric-deep-learning deep-gcns automl neural-architecture-search bioinformatics computer-vision 3d-point-clouds
Language:Python 160
pyg-team / pyg-lib
Low-Level Graph Neural Network Operators for PyG
deep-learning pytorch graph-convolutional-networks geometric-deep-learning graph-neural-networks
Language:C++ 155
mengliu1998 / DeeperGNN
Official PyTorch implementation of "Towards Deeper Graph Neural Networks" [KDD2020]
graph-neural-networks node-classification semi-supervised-learning geometric-deep-learning
Language:Python 152
atomicarchitects / equiformer_v2
[ICLR'24] EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations
catalyst-design computational-chemistry computational-physics deep-learning drug-discovery equivariant-graph-neural-network equivariant-neural-networks force-fields interatomic-potentials machine-learning molecular-dynamics pytorch ai-for-science graph-neural-networks e3nn geometric-deep-learning materials-science
Language:Python 148

geometric-deep-learning

pyg-team / pytorch_geometric

kmario23 / deep-learning-drizzle

stellargraph / stellargraph

ranahanocka / MeshCNN

pypose / pypose

lightaime / deep_gcns_torch

a-r-j / graphein

rusty1s / pytorch_cluster

AstraZeneca / chemicalx

awslabs / dgl-lifesci

lightaime / deep_gcns

vaticle / typedb-ml

LPDI-EPFL / masif

EdisonLeeeee / GraphGallery

chaitjo / geometric-gnn-dojo

Yochengliu / Relation-Shape-CNN

microsoft / ptgnn

FluxML / GeometricFlux.jl

Nicholasli1995 / EvoSkeleton

QUVA-Lab / escnn

quiver-team / torch-quiver

chaitjo / graph-convnet-tsp

qitianwu / DIFFormer

LukasZahradnik / PyNeuraLogic

rusty1s / deep-graph-matching-consensus

vijaydwivedi75 / gnn-lspe

basiralab / GNNs-in-Network-Neuroscience

abhi1kumar / DEVIANT

atomicarchitects / equiformer

lrnzgiusti / awesome-topological-deep-learning

rusty1s / pytorch_spline_conv

MinkaiXu / GeoLDM

lightaime / sgas

pyg-team / pyg-lib

mengliu1998 / DeeperGNN

atomicarchitects / equiformer_v2