Certified Nephrology Nurse Exam

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A data scientist is designing a CNN to classify high-resolution medical images. They are concerned about losing important information at the borders of the images during the convolution operations. Which technique should they employ to mitigate this issue?

Increasing the stride of the convolution. Using a larger pooling window. Adding a padding layer around the input images. Implementing a dropout layer after the convolutional layer.

Correct Answer:

Adding a padding layer around the input images.

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