Graph Matching On Pascal Voc

Metrics

matching accuracy

Results

Performance results of various models on this benchmark

Model Name	matching accuracy	Paper Title	Repository
NGM	0.6413	Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching
qc-DGM2	0.703	Deep Graph Matching under Quadratic Constraint
GLMNet	0.675	GLMNet: Graph Learning-Matching Networks for Feature Matching	-
HNN-HM	0.680	Hypergraph Neural Networks for Hypergraph Matching
GAMnet	0.807	GAMnet: Robust Feature Matching via Graph Adversarial-Matching Network	-
qc-DGM1	0.693	Deep Graph Matching under Quadratic Constraint
NGMv2-AFAT-U	-	Deep Learning of Partial Graph Matching via Differentiable Top-K
GUMBEL-IPF	-	Learning Latent Partial Matchings with Gumbel-IPF Networks
GCAN-AFAT-I	-	Deep Learning of Partial Graph Matching via Differentiable Top-K
CIE-H	0.6756	Learning deep graph matching with channel-independent embedding and Hungarian attention	-
BBGM-Multi	-	Deep Graph Matching via Blackbox Differentiation of Combinatorial Solvers
MGM3D	0.589	Joint Deep Multi-Graph Matching and 3D Geometry Learning from Inhomogeneous 2D Image Collections	-
NHGM	0.6458	Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching
URL	0.818	Universe Points Representation Learning for Partial Multi-Graph Matching	-
GCAN-AFAT-U	-	Deep Learning of Partial Graph Matching via Differentiable Top-K
GMT-BBGM	0.8411	GMTR: Graph Matching Transformers
GMTR	0.836	GMTR: Graph Matching Transformers
Direct-2GM	-	Learning Constrained Structured Spaces with Application to Multi-Graph Matching
IA-GM	0.6658	IA-GM: A Deep Bidirectional Learning Method for Graph Matching	-
EAGM	0.705	Adaptive Edge Attention for Graph Matching with Outliers

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