Review Article

Deep Learning for Computer Vision: A Brief Review

Table 2

Comparison of CNNs, DBNs/DBMs, and SdAs with respect to a number of properties. + denotes a good performance in the property and − denotes bad performance or complete lack thereof.

Model propertiesCNNsDBNs/DBMsSdAs

Unsupervised learning
Training efficiency
Feature learning
Scale/rotation/translation invariance
Generalization