Graph Matching On Willow Object Class

评估指标

matching accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	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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