Up-sampling with Transposed Convolution

6 min readNov 13, 2017

If you’ve heard about the transposed convolution and got confused about what it actually means, this article is written for you.

The content of this article is as follows:

  • The Need for Up-sampling
  • Why Transposed Convolution?
  • Convolution Operation
  • Going Backward
  • Convolution Matrix
  • Transposed Convolution Matrix
  • Summary