Practical Computer Vision Applications Using Deep Learning with CNNs: With Detailed Examples in Python Using TensorFlow and Kivy

© Ahmed Fawzy Gad  2018

Ahmed Fawzy GadPractical Computer Vision Applications Using Deep Learning with CNNshttps://doi.org/10.1007/978-1-4842-4167-7_3

3. Recognition Using ANN with Engineered Features

Ahmed Fawzy Gad¹ 

(1)

Menoufia, Egypt

 

The three pillars for a successful ML application are the data, features, and model. They should cope with each other. The most relevant features that differentiate among the different cases existing in the data are used. Representative features are critical in building an accurate ML application. They should be accurate enough to work well under different conditions such as a change in scale and rotation. Such features should work well with the selected ML model. You shouldn’t use more features than needed, because ...