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STL

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClusteringSTL-10
ACC98.5
282
Image ClassificationSTL-10
Top-1 Accuracy99.6
146
Image ClassificationSTL-10
Accuracy99.2
129
Image ClassificationSTL-10 1000 labels
Error Rate1.36
68
Image GenerationSTL-10
FID13.68
66
Image GenerationSTL-10 (test)
Inception Score10.61
59
Image ClassificationSTL-10
Accuracy97.5
33
Image ClassificationSTL-10 40 labels
Error Rate3.92
30
Image ClassificationSTL (test)
Accuracy99
26
Graph-level classificationSTL-10 (test)
Accuracy0.765
24
Image ClassificationSTL-10
Top-1 Acc82.89
24
Pairwise ComparisonSTL-10
Accuracy78.48
22
Image ClassificationSTL-10
Mean Error Rate4.11
22
Backdoor AttackSTL10
Attack Success Rate (ASR)100
21
Deep ClusteringSTL-10
SC0.923
19
Image ClassificationSTL-10
Average Robust Accuracy86.23
18
Image ClassificationSTL-10 (train test)
Error Rate5.77
18
Cluster count selectionStl
Selected Cluster Count14
16
Binary ClassificationSTL-10
Accuracy81.36
16
Semi-supervised learningSTL-10
Error Rate7.55
16
Image GenerationSTL-10 (train test)
FID22.18
15
ClassificationSTL10
Top-1 Accuracy98.3
14
Image ClassificationSTL-10 USB 100 labels
Error Rate7.21
14
Unsupervised Image GenerationSTL-10 (train)
Inception Score26.08
14
Image ClassificationSTL-10
Error Rate (40 Labels)9.15
13
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