In Chapter 4 we obtained the best recognition system configuration as:
Car Images:
- Number of horizontal square patches: 15
- Number of vertical square patches: 9
- Number of bin per square patch: 15
- Tiles Overlapping: yes
- SIFT representation: SIFT-GradWei
- Classifier: 1-NN
- Error function: Euclidean distance
Truck Images:
- Number of horizontal square patches: 15
- Number of vertical square patches: 9
- Number of bin per square patch: 25
- Tiles Overlapping: yes
- SIFT representation: SIFT-GradWei
- Classifier: 1-NN
- Error function: Euclidean distance
We will evaluate the stability of these classifiers in three different areas:
- sensitivity to learning set reduction
- sensitivity to image blur
- sensitivity to image noise
Subsections
Kocurek
2007-12-17
