I managed to install all the dependencies and prepare the data using the provided scripts. I could also call the train.py script (requires 30GB of RAM), unfortunately after several hours of training, the script ended but didn't generate the file weights.hdf5. As such, I couldn't evaluate the network. Note that two models are provided by the authors online (https://phototriage.cs.princeton.edu/download.html), but there is no indication on how to use them in practice.
If you want to contribute with another review, please follow these instructions.
Please consider to cut/paste/edit the raw JSON data attached to this paper.