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Models/GDL

GDL

Reported on 9 benchmarks across 3 tasks · 2 papers · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision7 results

Image ClusteringonFashion-MNIST
Accuracy· 2012-08-25
0.627
best: 0.791 (PRCut (DinoV2))
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image ClusteringonFashion-MNIST
NMI· 2012-08-25
0.66
best: 0.758 (PRCut (DinoV2))
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image ClusteringonMNIST-full
Accuracy· 2012-08-25
0.965
best: 0.992 (SPC)
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image ClusteringonMNIST-full
NMI· 2012-08-25
0.913
best: 0.975 (SPC)
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image Clusteringoncoil-100
Accuracy· 2012-08-25
0.731
best: 0.984 (A-DSSC (Scattered))
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image ClusteringonMNIST-test
NMI· 2012-08-25
0.91
best: 0.963 (DynAE)
SOTA
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092
Image ClusteringonCoil-20
Accuracy· 2012-08-25
0.858
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph arXiv:1208.5092

Graphs1 result

Graph ClassificationonIMDb-B
Rand index· 2021-02-12
51.64
SOTA
Online Graph Dictionary Learning arXiv:2102.06555

Methodology1 result

ClassificationonIMDb-B
Rand index· 2021-02-12
51.64
SOTA
Online Graph Dictionary Learning arXiv:2102.06555