Research Article

SOSPCNN: Structurally Optimized Stochastic Pooling Convolutional Neural Network for Tetralogy of Fallot Recognition

Table 1

Abbreviation list.

AbbreviationMeaning

APAverage pooling
AUCArea under the curve
BNNormalization
CNNConvolutional neural network
CTComputed tomography
DAData augmentation
DPDDiscrete probability distribution
FCLFully connected layer
FMIFowlkes–Mallows index
Grad-CAMGradient-weighted class activation mapping
GUIGraphical user interface
HSHistogram stretching
L2P-norm pooling
MCCMatthews correlation coefficient
MPMax-pooling
MRIMagnetic resonance imaging
MSDMean and standard deviation
PMProbability map
ReLURectified linear unit
RLVRandom location vector
ROCReceiver operating characteristic
SCStrided convolution
SPStochastic pooling
TOFTetralogy of Fallot