CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 (test)
74.64Baseline Accuracy
5
CIFAR-10 5% sampling, Poisson Noise, 8-bit Quant. (test)
18.81PSNR (dB)
5
CIFAR-10 5% sampling, Poisson Noise, 8-bit Quant. (test)
25.94Accuracy
5
CIFAR10 (test)
53.8Accuracy
5
CIFAR-100 (test)
82.2Top-1 Accuracy
5
CIFAR-100 (test)
4.48Inference Time (ms)
5
CIFAR10 32x32 resolution
4.64FID
5
CIFAR100
99.2Accuracy
5
CIFAR-10 EDM framework (test)
1UA
5
CIFAR-10 (Forget)
87.66Accuracy
5
CIFAR 10
25Accuracy (5%)
5
CIFAR 10
62Accuracy (5%)
5
CIFAR 10
14F1 Score (5% Noise)
5
CIFAR-10
0F-Acc
5
CIFAR-100 (test)
39RA
5
CIFAR10 (test)
93.05Accuracy
5
CIFAR-10 epsilon=8/255 (val)
42.78Attack Success Rate
5
CIFAR-10 (test)
-0E[logr(x)]
5
CIFAR-10 Average across 5 attacks
93.8BA
5
CIFAR-10 Blend attack
94.6Backdoor Accuracy
5
CIFAR100 New FD Setting
269.42AURC
5
CIFAR100 Old Setting
27.72AURC
5
CIFAR-100 CR100
58.82Top-1 Acc
5
CIFAR-10 CR10
83.81Top-1 Acc
5
CIFAR-10 (test)
86Concept Accuracy
5