Research Article

[Retracted] An ECG Heartbeat Classification Method Based on Deep Convolutional Neural Network

Table 3

The structure of the proposed CNN classifier.

TypeBiasesKernel sizeStrideOutput size

Layer 1Convolution1631(185, 16)
Layer 2Convolution1631(183, 16)
Layer 3Max pooling22(91, 16)
Layer 4Convolution3231(89, 32)
Layer 5Convolution3231(87, 32)
Layer 6Max pooling22(43, 32)
Layer 7Convolution6431(41, 64)
Layer 8Convolution6431(39, 64)
Layer 9Max pooling22(19, 64)
Layer 10Convolution12831(17, 128)
Layer 11Convolution12831(15, 128)
Layer 12Convolution12831(13, 128)
Layer 13Max pooling22(6, 128)
Layer 14Flatten(768)
Layer 15Fully connected30(30)
Layer 16Fully connected5(5)