手書き数字の分類

MNISTデータベースの手書き数字からの100の例を使って，数字認識器を訓練する．

In[1]:=

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Out[1]=

これまで使ったことのない数字を認識させるために分類器を使う．

In[2]:=

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        255, 255, 255, 255, 68, 1, 105, 255}, {255, 255, 255, 255, 
       255, 255, 255, 255, 250, 46, 1, 195, 255}, {255, 255, 255, 255,
        255, 255, 255, 255, 220, 1, 13, 221, 255}, {255, 255, 255, 
       255, 255, 255, 255, 255, 176, 1, 27, 255, 255}, {255, 255, 255,
        255, 255, 255, 255, 255, 48, 1, 68, 255, 255}, {255, 255, 255,
        255, 255, 255, 255, 255, 48, 1, 199, 255, 255}, {255, 255, 
       255, 255, 255, 255, 255, 224, 15, 1, 199, 255, 255}, {255, 255,
        255, 255, 255, 255, 255, 129, 1, 24, 238, 255, 255}, {255, 
       255, 255, 255, 255, 255, 255, 188, 1, 146, 255, 255, 255}}, {{
       0, 20}, {13, 0}}, {0, 255},
ColorFunction->GrayLevel],
BoxForm`ImageTag[
      "Byte", ColorSpace -> Automatic, Interleaving -> None],
Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{13, 20},
PlotRange->{{0, 13}, {0, 20}}]\)}]

Out[2]=

描画ツールで数字を描画し，その認識を試みる．

In[3]:=

digit[ImageCrop@\!\(\*
GraphicsBox[
{AbsoluteThickness[6.683439175686147], LineBox[CompressedData["
1:eJxllQlQVWUYhhFJ0cocRQTMBcsoBGVQwRB5MY1wFMFlRNwlJXQEyQWR0SA1
UNwQU8kEySXRGBnNSSDGZN8yUBQvstyFu51zcJJEhtym77vXOWcm/xnmzsM5
5/+/5f3e3zVy04J1tjY2Nqn0x7/tr8bMXJeqRV70h5ofwyU0pAXZ3vzEiEhx
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c3xkvAZx22n5VmMdC3P9mxzNF1Lym/wfQkhNCg==
"]]},
ContentSelectable->True,
ImageMargins->{{0., 0.}, {0., 0.23125000000015916`}},
ImagePadding->{{0., 0.}, {0., 0.}},
ImageSize->{123.24687500000016`, 94.16874999999985},
PlotRange->{{0., 1.3333333333333335`}, {0., 1.}},
PlotRangePadding->Automatic]\)]

Out[3]=

Wolfram Mathematica

手書き数字の分類

Mathematica

Wolfram Mathematica

手書き数字の分類

Related Examples

Mathematica