sentence1: in terms of audio-based classification , aytar et al described the soundnet framework for knowledge transfer between large-scaled videos and target sounds based on a deep cnn .
sentence2: aytar et al proposed a sound recognition network using 1-d convolutional and pooling layers named soundnet and learned the sound feature using a large amount of unlabeled videos .