Table 2.
Model | LeNet-300-100 | LeNet-5 | AlexNet | VGG16 |
---|---|---|---|---|
Dataset | MNIST | MNIST | CIFAR10 | CIFAR10 |
Type | FCN | CNN | CNN | CNN |
Accuracy | 0.9774 | 0.9905 | 0.9004 | 0.8757 |
structure | (784,300) | 8@(5,5) | 24@(3,3) | 16@(3,3) |
(300,100) | 16@(5,5) | 64@(5,5) | 16@(3,3) | |
(100,10) | (,120) | 96@(3,3) | 32@(3,3) | |
(120,84) | 96@(3,3) | 32@(3,3) | ||
(84,10) | 64@(5,5) | 64@(3,3) | ||
(,1024) | 64@(3,3) | |||
(1024,1024) | 64@(3,3) | |||
(1024,10) | 128@(3,3) | |||
128@(3,3) | ||||
128@(3,3) | ||||
128@(3,3) | ||||
128@(3,3) | ||||
128@(3,3) | ||||
(,1024) | ||||
(1024,1024) | ||||
(1024,10) |