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COIL

Benchmarks

Task NameDataset NameSOTA ResultTrend
Cross-domain image retrievalCOIL1 → COIL2
mAP0.9076
104
ClassificationCOIL-20
Accuracy1
76
Tensor ReconstructionCOIL-100 1.0 (test)
Relative Reconstruction Error0.349
48
Tensor DecompositionCOIL-100
Average Iteration Time (s)2.455
48
ClusteringCOIL-20
ACC79.3
47
Image ClusteringCOIL-20
NMI1
29
ClusteringCOIL-100
ACC94.4
28
ClusteringCOIL20
AC100
28
Image ClusteringCOIL-100
NMI0.985
28
Subspace ClusteringCOIL20
Clustering Error2.14
14
ClusteringCOIL
ACC99.7
12
ClusteringCOIL100
AC0.916
12
Multi-view ClusteringCOIL-10 V=3, N=720
ACC99.91
11
ClassificationCOIL-20 (test)
Classification Accuracy (ACCcls)95.97
11
ClassificationCOIL-100 (test)
Accuracy91.17
11
ClassificationCOIL
Accuracy87.67
10
Subspace ClusteringCOIL-40
ACC92.2
10
Hierarchical Agglomerative ClusteringCOIL-100
AMI91.9
9
Hierarchical Agglomerative Clusteringcoil-20
AMI90.1
9
Clusteringcoil-20
ARI0.849
9
Subspace ClusteringCOIL20
NMI98.3
9
ClusteringCOIL-20 (full)
NMI1
9
Image ClassificationCOIL (test)
Accuracy56
8
Subspace ClusteringCOIL-100 Scattered
ACC0.984
8
Subspace ClusteringCOIL-40 Scattered
Accuracy100
8
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