The rest of the paper is organized as follows: Section 2 depicts the general classification process, presents the data collection used for benchmarking and describes the image pre-processing phase. Feature extraction is also
presented in Section 2. Classification of images using neural networks is presented in Section 3 and classification of images with association rules is introduced in Section 4. In Section 5, we discuss our experiments and the results. Conclusions are presented in Section 6.