Question - What is the benefit of using max-pooling in classification convolutional neural networks?
Answer -
The feature maps become smaller after max-pooling in CNN and hence help reduce the computation and also give more translation in-variance. Also, we don’t lose much semantic information because we’re taking the maximum activation.