1 INTRODUCTION  

2 CONVOLUTIONAL NEURAL NETWORKS  

3 REGULARIZATION BASED ON DATA AUGMENTATION  

4 REGULARIZATION BASED ON INTERNAL STRUCTURE CHANGES  

5 LABEL REGULARIZATION  

6 METHODOLOGY  

7 EXPERIMENTAL RESULTS  

8 CONCLUSION  