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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-10
Accuracy99.3
875
Image ClassificationCIFAR-100
Accuracy95.96
691
Image ClassificationCIFAR-10
Accuracy99.61
564
Image GenerationCIFAR-10 (test)
FID0.282
536
Image ClassificationCIFAR-10
Accuracy100
507
Image ClassificationCIFAR-100
Accuracy93.96
435
Image ClassificationCIFAR-100 (test)
Top-1 Accuracy85.4
395
Image ClassificationCIFAR-10 (val)
Top-1 Accuracy99.3
377
Image ClassificationCIFAR100
Accuracy92
347
Backdoor DefenseCIFAR10 (test)
ASR0
327
Image ClusteringCIFAR-10
NMI0.95
318
Image ClassificationCIFAR-100
Accuracy94.2
302
Image ClassificationCIFAR100
Accuracy94.1
301
Image ClassificationCIFAR-100 original (test)
Accuracy78.05
293
Image ClassificationCIFAR10 (test)
Test Accuracy99
284
Image ClassificationCIFAR10
Accuracy (%)99.15
282
Class Incremental LearningCIFAR-100
Averaged Incremental Accuracy94.98
281
Unconditional Image GenerationCIFAR-10
FID1.36
280
Image ClassificationCIFAR-10 (test)
Accuracy (Clean)95.9
273
Image ClassificationCIFAR-10
Accuracy98
246
Image ClassificationCIFAR10
Accuracy99.1
240
Image ClassificationCIFAR-100 Long-Tailed (test)
Top-1 Accuracy83.6
234
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