DCNNs on a Diet: Sampling Strategies for Reducing the Training Set Size

Maya Kabkab, Azadeh Alavi, Rama Chellappa

Large-scale supervised classification algorithms, especially those based on deep convolutional neural networks (DCNNs), require vast amounts of training data to achieve state-of-th…