Figure 3

Multi-class SVM. Top image (a) shows output from the binary SVM classifier, where unhealthy pixels outside the leaf boundary are noticeable. This is due to prominent shadow near the leaf boundary which is labeled as foreground pixels in the segmentation step. We can overcome this problem by using a multi-class SVM (b), where each pixel is classified into three classes: healthy, unhealthy and background.