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.
Show HN: Convolution Solver and Visualizer
convolution-solver.ybouane.com