Recognition of facial expressions - Knowledge Based Systems ...
Recognition of facial expressions - Knowledge Based Systems ...
Recognition of facial expressions - Knowledge Based Systems ...
Create successful ePaper yourself
Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.
o call a specialized routine for computing the probability <strong>of</strong> existence <strong>of</strong><br />
current parameter being in current state, given the parent parameters<br />
being in the states specified through the current combination<br />
o fills in the data in the Conditional Probability Table (CPT) <strong>of</strong> the<br />
current parameter<br />
- saves the data on the disk, in a file having the same name as the input file. The<br />
difference is that the saved model has the data in parameter CPTs.<br />
In order to be able to query the program for obtaining the probability associated to a<br />
certain state <strong>of</strong> the parameters, a C++ class tackles the data within the chosen<br />
parametric model (Listing 9).<br />
//---------------------------------------------------<br />
1: class model<br />
2: {<br />
3: public:<br />
4: file a[1000];<br />
5: int n;<br />
6: int NP; //no.<strong>of</strong> parameters<br />
7: int NC; //no.<strong>of</strong> classes<br />
8: public:<br />
9: model():n(0){}<br />
10: bool readDatabase(char*);<br />
11: void show(void);<br />
12: float computeP(cere&);<br />
13: float computeP2(cere2&);<br />
14: float computeP3(int,char*);<br />
15: float computeP4(int,char*,bool);<br />
16: int countExpression(char*);<br />
17: bool isIncluded(FACS&,FACS&);<br />
18: void select(query&,model&);<br />
19: void emptyDatabase(void){n=0;}<br />
20: int countFields(void){return n;}<br />
21: int getClass(int,int);<br />
22: void save(char*);<br />
23: char* getFieldExpression(int);<br />
24: private:<br />
25: float compare(FACS&,FACS&);<br />
26: void insertField(int,int,FACS&,char*);<br />
27: };<br />
//---------------------------------------------------<br />
Listing 9. C++ class to handle the model data<br />
The class is used to manage all the processing on the data and to store the data related to<br />
the sample data from the initial sample database. An instance <strong>of</strong> the structure “file” stores<br />
internally the Action Units sequence, the description <strong>of</strong> the <strong>facial</strong> emotion and the value<br />
<strong>of</strong> the parameters. The definition is given in Listing 10.<br />
- 77 -