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In my experience, staying close to the storage format is very useful because it allows the neural network to correctly deal with clipped/saturated values. If yo
by fxtentacle 3y ago
In my experience, staying close to the storage format is very useful because it allows the neural network to correctly deal with clipped/saturated values. If your file is saved in sRGB and you train in sRGB, then when something turns to 0 or 255, the AI can handle it as a special case because most likely it was too bright or too dark for your sensor to capture accurately. If you first transform to a different color space, that clear clip boundary gets lost.
Also, I would prefer sRGB oder RGB because it more closely matches the human vision system. That said, the RGB to YUV transformation is effectively a matrix multiplication, so if you use conv features like everyone then you can merge it into your weights for free.
- asah 3y agoWould this apply to music formats as well ?