O'Reilly logo

Deep Learning with PyTorch by Vishnu Subramanian

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

Inception

In most of the deep learning algorithms we have seen for computer vision models, we either pick up a convolution layer with a filter size of 1 x 1, 3 x 3, 5 x 5, 7 x 7, or a map pooling layer. The Inception module combines convolutions of different filter sizes and concatenates all the outputs together. The following image makes the Inception model clearer:

Image source: https://arxiv.org/pdf/1409.4842.pdf

In this Inception block image, the convolution of different sizes is applied to the input, and the outputs of all these layers are concatenated. This is the simplest version of an Inception module. There is another variant of an ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required