Examples Gallery

Below is the gallery of pygmtools examples. We build the examples from the introduction of graph matching to the variants of graph matching, and finally, we provide examples on the applications of graph matching. In each topic, we provide examples on different numerical backends (e.g., pytorch, numpy, paddle, jittor, tensorflow, mindspore).

Introduction of Graph Matching: Matching Isomorphic Graphs

Numpy Backend Example: Matching Isomorphic Graphs

Numpy Backend Example: Matching Isomorphic Graphs

PyTorch Backend Example: Matching Isomorphic Graphs

PyTorch Backend Example: Matching Isomorphic Graphs

Jittor Backend Example: Matching Isomorphic Graphs

Jittor Backend Example: Matching Isomorphic Graphs

Paddle Backend Example: Matching Isomorphic Graphs

Paddle Backend Example: Matching Isomorphic Graphs

Variant of Graph Matching: Seeded Graph Matching

Numpy Backend Example: Seeded Graph Matching

Numpy Backend Example: Seeded Graph Matching

PyTorch Backend Example: Seeded Graph Matching

PyTorch Backend Example: Seeded Graph Matching

Jittor Backend Example: Seeded Graph Matching

Jittor Backend Example: Seeded Graph Matching

Paddle Backend Example: Seeded Graph Matching

Paddle Backend Example: Seeded Graph Matching

Variant of Graph Matching: Discovering Subgraphs

Numpy Backend Example: Discovering Subgraphs

Numpy Backend Example: Discovering Subgraphs

PyTorch Backend Example: Discovering Subgraphs

PyTorch Backend Example: Discovering Subgraphs

Jittor Backend Example: Discovering Subgraphs

Jittor Backend Example: Discovering Subgraphs

Paddle Backend Example: Discovering Subgraphs

Paddle Backend Example: Discovering Subgraphs

Variant of Graph Matching: Multi-Graph Matching

Jittor Backend Example: Multi-Graph Matching

Jittor Backend Example: Multi-Graph Matching

Numpy Backend Example: Multi-Graph Matching

Numpy Backend Example: Multi-Graph Matching

PyTorch Backend Example: Multi-Graph Matching

PyTorch Backend Example: Multi-Graph Matching

Paddle Backend Example: Multi-Graph Matching

Paddle Backend Example: Multi-Graph Matching

Application of Graph Matching: Model Fusion by Graph Matching

PyTorch Backend Example: Model Fusion by Graph Matching

PyTorch Backend Example: Model Fusion by Graph Matching

Jittor Backend Example: Model Fusion by Graph Matching

Jittor Backend Example: Model Fusion by Graph Matching

Paddle Backend Example: Model Fusion by Graph Matching

Paddle Backend Example: Model Fusion by Graph Matching

Application of Graph Matching: Matching Image Keypoints by QAP Solver

Numpy Backend Example: Matching Image Keypoints by QAP Solvers

Numpy Backend Example: Matching Image Keypoints by QAP Solvers

PyTorch Backend Example: Matching Image Keypoints by QAP Solvers

PyTorch Backend Example: Matching Image Keypoints by QAP Solvers

Paddle Backend Example: Matching Image Keypoints by QAP Solvers

Paddle Backend Example: Matching Image Keypoints by QAP Solvers

Jittor Backend Example: Matching Image Keypoints by QAP Solvers

Jittor Backend Example: Matching Image Keypoints by QAP Solvers

Application of Graph Matching: Matching Image Keypoints by Graph Matching Neural Network

PyTorch Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

PyTorch Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

Jittor Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

Jittor Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

Paddle Backend Example: Matching Image Keypoints by Graph Matching Neural Networks

Paddle Backend Example: Matching Image Keypoints by Graph Matching Neural Networks