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Most of the time you don't need pixel-level classification. Suppose you want to make a cat tracker. How small can you shrink an HD image and still reliably dete
by joshvm 9y ago
Most of the time you don't need pixel-level classification. Suppose you want to make a cat tracker. How small can you shrink an HD image and still reliably detect a cat (using your own brain)? Pretty small. Probably less than a quarter of the size at least. Do you need colour? Often you can get away without it, so that's a third of the data gone too. For full-image classification you could go even smaller and still be accurate.
- amelius 9y agoAlso, you don't have to train all the time. Most of the time, you're in inference mode.