手写数字分类

使用来自 MNIST 手写数字数据库的100个范例训练一个数字识别器.

In[1]:=

digit = Classify[
  {\!\(\*
GraphicsBox[
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BoxForm`ImageTag[
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BaseStyle->"ImageGraphics",
ImageSizeRaw->{16, 20},
PlotRange->{{0, 16}, {0, 20}}]\) -> 2, \!\(\*
GraphicsBox[
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ColorFunction->GrayLevel],
BoxForm`ImageTag[
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{20, 20},
PlotRange->{{0, 20}, {0, 20}}]\) -> 5, \!\(\*
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ColorFunction->GrayLevel],
BoxForm`ImageTag[
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{15, 20},
PlotRange->{{0, 15}, {0, 20}}]\) -> 8, \!\(\*
GraphicsBox[
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PlotRange->{{0, 17}, {0, 20}}]\) -> 0, \!\(\*
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{17, 20},
PlotRange->{{0, 17}, {0, 20}}]\) -> 2, \!\(\*
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ColorFunction->GrayLevel],
BoxForm`ImageTag[
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{14, 20},
PlotRange->{{0, 14}, {0, 20}}]\) -> 7, \!\(\*
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BoxForm`ImageTag[
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{15, 20},
PlotRange->{{0, 15}, {0, 20}}]\) -> 5, \!\(\*
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{8, 20},
PlotRange->{{0, 8}, {0, 20}}]\) -> 1, \!\(\*
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{16, 20},
PlotRange->{{0, 16}, {0, 20}}]\) -> 3, \!\(\*
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Selectable->False],
BaseStyle->"ImageGraphics",
ImageSizeRaw->{14, 20},
PlotRange->{{0, 14}, {0, 20}}]\) -> 0, \!\(\*
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BaseStyle->"ImageGraphics",
ImageSizeRaw->{14, 20},
PlotRange->{{0, 14}, {0, 20}}]\) -> 3, \!\(\*
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ImageSizeRaw->{14, 20},
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Out[1]=

用分类器识别看不清的数字.

In[2]:=

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       1, 1, 1, 82, 208, 255, 249, 47, 5, 201}, {255, 141, 5, 1, 23, 
       115, 235, 255, 255, 211, 1, 23, 255}, {255, 255, 191, 170, 233,
        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]=

用绘图工具描绘数字并尝试识别.

In[3]:=

digit[ImageCrop@\!\(\*
GraphicsBox[
{AbsoluteThickness[6.683439175686147], LineBox[CompressedData["
1:eJxllQlQVWUYhhFJ0cocRQTMBcsoBGVQwRB5MY1wFMFlRNwlJXQEyQWR0SA1
UNwQU8kEySXRGBnNSSDGZN8yUBQvstyFu51zcJJEhtym77vXOWcm/xnmzsM5
5/+/5f3e3zVy04J1tjY2Nqn0x7/tr8bMXJeqRV70h5ofwyU0pAXZ3vzEiEhx
8/M9xRIsz00KP6vIWOURYZI5cfHkIY/bFD4x8ucJN0LNMs9bEZuUXmJGVOql
ukf5EjbwMZME2N7cMaXrtITld4Jv+SYJUJ2Lmz5wuwTHegqgXcCVL7SJDgES
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e/aZ7tn1BpntsuiLPQoPeXz7l/2+CvdwHSv0Mqu47gv12Oup2u1ZIMF8/dt5
I+z16OF9kyR8HyAcC7jUAS+ue4SEs0eTN61c0YEmA23gIoFfN9t1yPUvv0cP
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F6KBk0UYRmv+bhq8OB/67HyoEVe4IQ4aqNt4GWQ+8BUJLskA430KtI8GUybx
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U3jwwpMto/UdMo+mdJCp8FEW1iqF60hukZ8qPGlRfGaRh8LxhXSgi8LRUbz+
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36/qEsDjN3nB63jdRXTTttM81MgOH1qfFi9CxQNf1I6D3L96Eb3cwLHt2Mlz
T/p0OGS380laG2JZDlHkI+xrzm04ReHnHpTQyr53sRWrLYMsYS+18+SyVqTt
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66ppkrmb53eYwpb6eN+XmdNO3HpP5pxrZfcMvzXK5xWTS40b3SjHY8k/9a4c
fy/Pyd935Pwc2M/C71j9ykD584FbG6x+8IOEYPZ913qrHv0k3GJ/LP0TY2nX
Sy2iNb/ntfAmOdccEbGPfbKuBgmZRa2vvETkWAy9Wu6/hg3btcrqBzECcixx
VWIM69lsRvTKEP/xSyswxJsGwt2MarL1RfHl8CLZqDJMcKJroaC9zOpnZiPS
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c3xkvAZx22n5VmMdC3P9mxzNF1Lym/wfQkhNCg==
"]]},
ContentSelectable->True,
ImageMargins->{{0., 0.}, {0., 0.23125000000015916`}},
ImagePadding->{{0., 0.}, {0., 0.}},
ImageSize->{123.24687500000016`, 94.16874999999985},
PlotRange->{{0., 1.3333333333333335`}, {0., 1.}},
PlotRangePadding->Automatic]\)]

Out[3]=

Wolfram Mathematica

手写数字分类

Mathematica

Wolfram Mathematica

手写数字分类

Related Examples

Mathematica