We proposed preprocessing method based on the cellular neural network to reduce noise. We present an active contour noise decrease and a clear boundary through proposed preprocessing method. We find out tumor boundary and shape extraction using a level set based on active contour. The proposed preprocessing method has been applied to real medical ultrasound images with promising detected active contour results.
