Research Article

How Many Bedrooms Do You Need? A Real-Estate Recommender System from Architectural Floor Plan Images

Table 5

Configuration type and parameters of CNN models.

Configuration typeParameter

OptimizerSGDM
Momentum0.9000
InitialLearnRate0.0001
LearnRateSchedulePiecewise
LearnRateDropFactor0.2000
LearnRateDropPeriod10
L2Regularization0.0001
GradientThresholdMethodL2 norm
GradientThresholdInf
MaxEpochs[10, 100]
MiniBatchSize128
Verbose1
VerboseFrequency50
ValidationPatienceInf
ShuffleOnce
ExecutionEnvironmentAuto