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CIFAR

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image ClassificationCIFAR-100 (test)
Accuracy94.55
3,518
Image ClassificationCIFAR-10 (test)
Accuracy99.612
3,381
Image ClassificationCIFAR-10 (test)
Accuracy99.1
906
Image ClassificationCIFAR-100
Top-1 Accuracy93.8
622
Image ClassificationCIFAR-10
Accuracy100
507
Image GenerationCIFAR-10 (test)
FID0.282
471
Image ClassificationCIFAR-10
Accuracy99.61
471
Image ClassificationCIFAR100
Accuracy92
331
Image ClassificationCIFAR-10 (val)
Top-1 Accuracy99.3
329
Backdoor DefenseCIFAR10 (test)
ASR0
322
Image ClassificationCIFAR-100
Accuracy94.2
302
Image ClassificationCIFAR10 (test)
Test Accuracy99
284
Image ClassificationCIFAR-10 (test)
Accuracy (Clean)95.9
273
Image ClusteringCIFAR-10
NMI0.934
243
Image ClassificationCIFAR10
Accuracy99.1
240
Class Incremental LearningCIFAR-100
Averaged Incremental Accuracy94.98
234
Unconditional Image GenerationCIFAR-10 (test)
FID1.54
216
Image ClassificationCIFAR100 (test)
Accuracy92.04
206
Image ClassificationCIFAR-10 long-tailed (test)
Top-1 Acc91.3
201
Image ClassificationCIFAR-10-LT (test)
Top-1 Error0.0824
185
Image GenerationCIFAR-10
Inception Score10.37
178
Two-Sample TestingCIFAR-10 vs CIFAR-10.1 (test)
Power1
175
Unconditional Image GenerationCIFAR-10
FID1.48
171
Unconditional Image GenerationCIFAR-10 unconditional
FID1.38
159
Image ClassificationCIFAR-10 (test)
Test Error Rate2.05
151
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