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Image Classification on ImageNet (val) (Accuracy and Training Speed)

72.84Top-1 AccIKL-KD
69.428870.314471.272.0856May 23, 2023

Evaluation results

MethodLinks
IKL-KDDistillation Manner=Logits, Teacher=ResNet50, Student=MobileNet, Extra Parameters=false2023.0572.840.252
ReviewKDDistillation Manner=Features, Teacher=ResNet50, Student=MobileNet, Extra Parameters=true2023.0572.560.526
DKDDistillation Manner=Logits, Teacher=ResNet50, Student=MobileNet, Extra Parameters=false2023.0572.05—
IKL-KDDistillation Manner=Logits, Teacher=ResNet34, Student=ResNet18, Extra Parameters=false2023.0571.910.197
DKDDistillation Manner=Logits, Teacher=ResNet34, Student=ResNet18, Extra Parameters=false2023.0571.7—
ReviewKDDistillation Manner=Features, Teacher=ResNet34, Student=ResNet18, Extra Parameters=true2023.0571.610.319
CRDDistillation Manner=Features, Teacher=ResNet50, Student=MobileNet, Extra Parameters=true2023.0571.37—
OFDDistillation Manner=Features, Teacher=ResNet50, Student=MobileNet, Extra Parameters=true2023.0571.25—
CRDDistillation Manner=Features, Teacher=ResNet34, Student=ResNet18, Extra Parameters=true2023.0571.17—
KDDistillation Manner=Logits, Teacher=ResNet34, Student=ResNet18, Extra Parameters=false2023.0571.03—
OFDDistillation Manner=Features, Teacher=ResNet34, Student=ResNet18, Extra Parameters=true2023.0570.81—
ATDistillation Manner=Features, Teacher=ResNet34, Student=ResNet18, Extra Parameters=false2023.0570.69—
KDDistillation Manner=Logits, Teacher=ResNet50, Student=MobileNet, Extra Parameters=false2023.0570.5—
ATDistillation Manner=Features, Teacher=ResNet50, Student=MobileNet, Extra Parameters=false2023.0569.56—