Deep Neural Networks now excel at image classification, detection and segmentation. When used to scan images by means of a sliding window, however, their high computational complexity can bring even the most powerful hardware to its knees. We show how dynamic programming can speedup the process by orders of magnitude, even when max-pooling layers are present. © 2013 IEEE.
|Original language||English (US)|
|Title of host publication||2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings|
|Publisher||IEEE Computer Society|
|Number of pages||5|
|State||Published - Jan 1 2013|