Graph Matching On Willow Object Class

Metrics

matching accuracy

Results

Performance results of various models on this benchmark

Model Name	matching accuracy	Paper Title	Repository
GMN	0.7934	Deep Learning of Graph Matching	-
IPCA-GM	0.9006	Combinatorial Learning of Robust Deep Graph Matching: an Embedding based Approach.	-
GANN-MGM	0.9906	Graduated Assignment for Joint Multi-Graph Matching and Clustering with Application to Unsupervised Graph Matching Network Learning	-
GCAN	0.9700	Graph-Context Attention Networks for Size-Varied Deep Graph Matching	-
NGMv2-AFAT-I	-	Deep Learning of Partial Graph Matching via Differentiable Top-K	-
GLMNet	0.924	GLMNet: Graph Learning-Matching Networks for Feature Matching	-
GMT-BBGM	0.9813	GMTR: Graph Matching Transformers
EAGM	0.965	Adaptive Edge Attention for Graph Matching with Outliers	-
qc-DGM1	0.960	Deep Graph Matching under Quadratic Constraint
qc-DGM2	0.977	Deep Graph Matching under Quadratic Constraint
NGMv2-AFAT-U	-	Deep Learning of Partial Graph Matching via Differentiable Top-K	-
NGM	0.8530	Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching
COMMON	0.9910	Graph Matching with Bi-level Noisy Correspondence
GCAN-AFAT-I	-	Deep Learning of Partial Graph Matching via Differentiable Top-K	-
Direct-MGM	0.987	Learning Constrained Structured Spaces with Application to Multi-Graph Matching	-
Direct-2HGM	0.981	Learning Constrained Structured Spaces with Application to Multi-Graph Matching	-
GAMnet	0.9662	GAMnet: Robust Feature Matching via Graph Adversarial-Matching Network	-
NGM-v2	0.9754	Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching
CREAM	0.988	Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining	-
HNN-HM	0.968	Hypergraph Neural Networks for Hypergraph Matching	-

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