Еще один важный совет — не стесняться отказываться от неудачных решений.
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48x48 resolution. Higher resolution might reveal subtle differences that 48x48 misses. GlyphNet found 256x256 optimal for CNN features; the tradeoff for SSIM at that resolution is worth investigating.