TABLE 3. CNN Experimental Setup.
Parameter | Value |
---|---|
CNN Default training options | |
Momentum Learn | 0.9000 |
RateDropFactor | 0.1000 |
LearnRateDropPeriod | 10 |
L2Regularization | 1.0000c-04 |
GradientThresholdMethod | 12norm |
GradientThreshold | Inf |
VerboseFrequency | 50 |
ValidationData | [imds] |
ValidationFrequency | 50 |
ValidationPatience | Inf |
ResetInputNormalization | 1 |
CNN Custom training options | |
\\ExecutionEnvironment | gpu |
InitiallearnRate | 1.0000e-04 |
MaxEpochs | 20 |
MiniBatchSize | 8 |
Shuffle | every-epoch |
Verbose | 0 |
Optimizer | sgdm |
LearnRateSchedule | piecwise |