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Image Classification on CIFAR-10 (test) (Early Exit)

46.53Accuracy (Exit 1)NEO-KD
37.01439.484541.95544.4255Nov 1, 2023

Evaluation results

MethodLinks
NEO-KDAnytime prediction setup=true, Attack=Max-average attack, Perturbation degree (epsilon)=8/255, PGD attack=50 steps2023.1146.5347.6550.7148.3
Adv. w/o DistillAnytime prediction setup=true, Attack=Max-average attack, Perturbation degree (epsilon)=8/255, PGD attack=50 steps2023.1144.7746.146.8645.91
SKDAnytime prediction setup=true, Attack=Max-average attack, Perturbation degree (epsilon)=8/255, PGD attack=50 steps2023.1144.7544.5444.7944.69
ARDAnytime prediction setup=true, Attack=Max-average attack, Perturbation degree (epsilon)=8/255, PGD attack=50 steps2023.1144.545.8551.8247.39
LWAnytime prediction setup=true, Attack=Max-average attack, Perturbation degree (epsilon)=8/255, PGD attack=50 steps2023.1137.3835.3934.8535.87