Fig. 13 | npj Digital Medicine

Fig. 13

From: Deep echocardiography: data-efficient supervised and semi-supervised deep learning towards automated diagnosis of cardiac disease

Fig. 13

Semi-supervised GAN for echocardiogram view and LVH classification. Generator (top) consists of a Gaussian noise layer which gets passed through conv-transpose layers to output images of size 110 × 110. Discriminator (bottom) downsamples original images with regular strides of two every three layers, resulting in a softmax output for labeled (or supervised) loss and a sigmoid output for unsupervised loss

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