I made this convolution solver and visualizer tool to help get the parameters right when doing Conv2D / Conv2DTranspose.
It also allows you to visualize the convolution interactively.
Open Source code on GitHub.
Open Source code on GitHub.
designed and developed by Tommy Chow (source)