There is one caveat to be aware of - the image is cropped to a square in the center and scaled down to 224x224. So small details will be lost, for example if you want to run it on scanned documents. Photos work great though.

I tried it on the 2M photos from the Unsplash dataset: https://github.com/haltakov/natural-language-image-search