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GirlScoutCookieGrow t1_jdzv85v wrote

I'm not sure I understand what you hope to accomplish. If you have the full size image, why do you want to downscale and upscale? This won't help you fit the full image on the GPU

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SnooMarzipans3021 t1_je3x9ah wrote

Im unable to load full res image into the model and train it even with batch size 1 and all sorts of optimizations. My idea is to add two small modules to my network. One at the front which downscales the image and one at the back which upscales the image.

The problem here is the upscaling, it will need to be some sort of super resolution model.

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