Graph Matching On Pascal Voc

Métriques

matching accuracy

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	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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