# NetTrain throws internal error with large images as input (GPU)

I am training a convolutional Network with a dataset consisting of Images of the same size on my GPU (200x100 pixels, GTX 1080Ti). The images are previously resized with ImageResize[] as their size varies. The training runs perfectly fine.

However, when I try to increase resolution by resizing all the images to 250x150 (for example) NetTrain[] quits with the following error