I don’t know, what “I removed the stride in the first conv layer and max-pooling layer” means.
Maybe a custom stride was removed and the default one was used?
As it’s the 1st place solution, I assume that the code has to be released (to get the prize). You could also ask the author directly, what she meant by this setup.