Pre-Processing Images for Pre-Trained Models in Tensorflow.js

Check out my question on stackoverflow for specifics, but I’m wondering about general strategies for pre-processing inputs into Tensorflow.js….do I need to use a convolutional network? Can I use the model to pre-process input? There’s some commands in python that are missing in js for doing this