Really big images

[Pabloferex]

Hi, any idea if this model can process really big images? I have some images exported from pdf (9933x7016). The text is really small until you zoom into it about . I tried to play with parameters with no luck.

Any idea what mag_ratio and canvas_size really does?

Thanks!

[uname0x96]

Resize or split your image to smaller image

[tienipia]

In general VGG model does not care how image big or small. Why? they does do "stride". So you just stride your image into smaller batch size. It does not affect actual quality.

[Bappaditya2401]

If you face any limitation of computational resources, try splitting the image into chunks of 224 x 224 pixels. Load and train on a specific sample size using a generator function, then repeat the process for the following sample of chunks. In the end, aggregate the result. You won't lose the details by following this process.