ML

码隆结论

Posted by Zeusro on September 3, 2018

结论

选取了50个样本,结果如下

准确率

  1. 图片含文字:86%
  2. 模糊:没有特意选取模糊样本,所以不统计
  3. 局部:98%
  4. 拼图:96%
    • 2个背景不同的图片平铺有概率被当成拼图
  5. 人物识别:88%
    • 没有头的图片比较容易当成没有人物

备注

请求响应很慢的图片:

  1. https://img.alicdn.com/bao/uploaded/i4/785069129/TB202RIsVXXXXbZXXXXXXXXXXXX_!!785069129.jpg_200x200.jpg
  2. https://img.alicdn.com/bao/uploaded/i4/1066292126/O1CN011RZkUHggRuak97D_!!1066292126.jpg_200x200.jpg
  3. https://img.alicdn.com/bao/uploaded/i3/384004754/TB2gAHqjHArBKNjSZFLXXc_dVXa_!!384004754.jpg_200x200.jpg
  4. https://img.alicdn.com/bao/uploaded/i2/2729886432/TB2DVembgsSMeJjSspeXXa77VXa_!!2729886432.jpg_200x200.jpg
  5. https://img.alicdn.com/bao/uploaded/i4/702851058/TB2ptD3dWLN8KJjSZFvXXXW8VXa_!!702851058.jpg_200x200.jpg
  6. https://img.alicdn.com/bao/uploaded/i3/99251777/TB2BtvebnZKL1JjSZFIXXX_DFXa_!!99251777.jpg_200x200.jpg
  7. https://img.alicdn.com/bao/uploaded/i3/384004754/TB20lQ5Dr1YBuNjSszeXXablFXa_!!384004754.jpg_200x200.jpg
  8. https://img.alicdn.com/bao/uploaded/i1/1638302599/TB2bcI3extmpuFjSZFqXXbHFpXa_!!1638302599.jpg_200x200.jpg
  9. https://img.alicdn.com/bao/uploaded/i3/1708854292/TB2XnSSdHBkpuFjy1zkXXbSpFXa_!!1708854292.jpg_200x200.jpg
  10. https://img.alicdn.com/bao/uploaded/i2/1080038633/TB2sy9TmpXXXXbbXXXXXXXXXXXX_!!1080038633.jpg_200x200.jpg
  11. https://img.alicdn.com/bao/uploaded/i4/3255266833/TB2aif4D4WYBuNjy1zkXXXGGpXa_!!3255266833.jpg_200x200.jpg

这上面其中一个图片接口,界面测试直接显示 unknown

混杂组

图片链接 文字 模糊 局部 拼接 人物
image no 0.9993 no 0.9733 no 0.9983 no 1.0000 1.0000
image no 0.8666 no 0.8192 no 0.9987 1.0000 1.0000
image 0.6425 no 0.8645 no 0.9995 no 1.0000 1.0000
image 0.6425 no 0.8645 no 0.9995 no 1.0000 1.0000
image no 1.0000 no 1.0000 no 0.9999 no 1.0000 1.0000
image 0.9891 no 0.9026 0.6840 no 1.0000 no 0.8072
image no 1.0000 no 0.8385 0.9263 no 1.0000 0.5960
image no 0.8465 no 1.0000 no 0.9942 no 0.9998 0.8652
image no 0.9985 no 1.0000 no 0.9996 no 0.9929 1.0000

文字组

图片链接 文字 模糊 局部 拼接 人物
image 0.9766 no 1.0000 no 0.9954 no 1.0000 0.8457
image 0.9990 no 1.0000 no 1.0000 no 1.0000 1.0000
image 1.0000 no 1.0000 0.8317 no 1.0000 no 0.8805
image 0.9999 no 1.0000 no 0.9998 no 1.0000 1.0000
image 0.9998 no 1.0000 no 1.0000 no 0.8789 1.0000
image 1.0000 no 1.0000 no 0.9998 no 1.0000 1.0000
image 1.0000 no 1.0000 no 1.0000 no 0.9998 1.0000
image 1.0000 no 1.0000 no 0.9467 0.9991 1.0000
image 1.0000 no 0.5716 no 0.6772 no 0.9999 0.8040
image 1.0000 no 1.0000 0.8599 no 1.0000 no 0.6425
image no 0.9701 no 1.0000 no 1.0000 no 1.0000 1.0000
image 1.0000 no 0.8952 no 0.7875 no 1.0000 no 0.5138
image 1.0000 no 0.9703 no 0.9995 no 1.0000 0.8653
image 0.9999 no 0.8453 no 1.0000 no 0.9989 1.0000
image 1.0000 no 1.0000 no 0.9999 no 0.9995 1.0000
image 0.9916 no 1.0000 no 0.9832 no 1.0000 1.0000
image no 0.6254 no 1.0000 no 0.9996 no 1.0000 1.0000
image no 0.8246 no 1.0000 no 0.9100 no 1.0000 1.0000
image 1.0000 no 0.8403 no 0.9997 0.8601 1.0000
image 1.0000 no 1.0000 no 1.0000 no 1.0000 1.0000
image 1.0000 no 0.5436 no 0.9972 no 1.0000 1.0000

九宫格图片&文字图片

图片链接 文字 模糊 局部 拼接 人物
image 1.0000 no 1.0000 no 0.9551 0.9944 1.0000
image 0.9998 no 1.0000 no 0.9998 1.0000 1.0000
image 0.9998 no 1.0000 0.8685 1.0000 0.8562
image 0.9992 no 1.0000 no 0.5912 0.9985 no 0.9458
image 1.0000 no 1.0000 no 0.9950 1.0000 1.0000
image 0.9948 no 1.0000 no 0.9872 1.0000 1.0000
image 1.0000 no 1.0000 0.9398 0.9999 no 0.8855
image 1.0000 no 1.0000 no 0.9944 0.7567 1.0000
image 1.0000 no 1.0000 0.9723 no 1.0000 no 0.7698
image 0.9995 no 0.6443 no 0.9421 0.9993 1.0000

九宫格图片

图片链接 文字 模糊 局部 拼接 人物
image no 0.9955 no 0.9502 no 0.9990 1.0000 1.0000
image no 0.9988 no 1.0000 no 1.0000 1.0000 1.0000
image 0.9982 no 1.0000 no 0.9763 1.0000 1.0000
image no 0.9978 no 1.0000 no 0.9992 1.0000 1.0000
image no 0.9949 no 0.8346 no 0.9964 1.0000 1.0000
image no 1.0000 no 1.0000 no 0.7758 1.0000 no 0.7784
image no 0.9998 no 0.5871 no 0.6096 1.0000 no 0.6711
image no 0.9993 0.5385 no 0.8284 1.0000 1.0000
image no 0.9990 no 0.5781 0.5050 1.0000 0.7666
image 1.0000 no 0.9754 0.7413 1.0000 0.7377