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EMNIST

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationEMNIST (test)
Accuracy94.63
174
Image ClassificationEMNIST Balanced
Accuracy91.06
103
Image ClassificationEMNIST-L (test)
Top-1 Acc94.81
36
Image ClassificationEMNIST Letters 4 (test)
Accuracy67.42
33
Image ClassificationEMNIST
Accuracy98.9
30
Image ClassificationEMNIST Balanced (test)
Accuracy91.06
26
ClusteringE-MNIST
Accuracy95.5
25
Image ClassificationM(EMNIST-20, F-EMNIST)
Accuracy97.12
22
Clusteringemnist
ARI41.2
17
Handwritten Character ClassificationEMNIST-Letters (test)
Accuracy95.88
15
Out-of-Distribution DetectionEMNIST (test)
AUROC0.917
14
Adversarial Reconstruction DefenseEMNIST (test)
FID (A)20.8
13
Image ReconstructionEMNIST (test)
MSE0.302
12
Image ClassificationEMNIST (Non-IID (4-Class partition))
Accuracy86.88
12
Lossless Image CompressionEMNIST ByClass (test)
Bits Per Pixel (BPP)2.3
12
Handwritten Character ClassificationEMNIST-Digits (test)
Accuracy99.82
12
Conformal PredictionEMNIST ByClass (test)
Mean Prediction Set Size1.98
12
Conformal PredictionEMNIST
Avg Prediction Set Size2.19
12
Conformal PredictionEMNIST 10 different calib. (test)
Mean Prediction Set Size2.42
12
ClassificationEMNIST (test)
Mean Prediction Set Size1.98
12
Image-to-Image TranslationEMNIST to MNIST (test)
FID4.23
11
Image ClassificationM(EMNIST-10, F-EMNIST)
Accuracy94.37
11
Image ClassificationEMNIST (non-iid)
Accuracy84.42
10
Image ClassificationEMNIST iid (test)
Test Accuracy85.04
10
Hierarchical Agglomerative Clusteringemnist
AMI0.64
9
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