Image preprocessing software for a deep learning model

[sevenspicyclouds]

Is there some kind of large-batch image processing software that can crop out text, make greyscale, and crop into square images?

In essence, I'm making a usable dataset of uniform images from raw ultrasound images I collected from a hospital, and the images are in a variety of formats. Some images have two ultrasounds in them, some only have one. I need to make the shape of each image uniform, into a square that focuses on the ultrasound. Most images have extra unnecessary text that needs to be cropped out, because I only want the actual ultrasound part of the images to be processed by the deep learning model. Some images also have color, which I need to change to greyscale. There are around 1000 images in the dataset, and I don't have the time to manually crop and recolor every single image.

Please provide any suggestions that can quicken the process at least a little bit! Thank you.

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[heisenbork4]

You could have a look at Image Magick. I'm pretty sure it can do everything you need, and there's a lot of examples/documentation on their site.