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How does one deal with images that are too large to fit in the GPU memory for doing ML image analysis?

I am interested in detecting small structures on images which are themselves many GB in size. Beyond simple downsampling and maybe doing patch-based analysis, what other modern techniques do people employ to analyze such images in modern machine-learning pipelines?

nbro
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Luca
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