3 papers
cs.LG2018
Knowledge Distillation with Feature Maps for Image Classification
Wei-Chun Chen, Chia-Che Chang, Chien-Yu Lu +1
The model reduction problem that eases the computation costs and latency of complex deep learning architectures has received an increasing number of investigations owing to its imp…
cs.SD2018
Play as You Like: Timbre-enhanced Multi-modal Music Style Transfer
Chien-Yu Lu, Min-Xin Xue, Chia-Che Chang +2
Style transfer of polyphonic music recordings is a challenging task when considering the modeling of diverse, imaginative, and reasonable music pieces in the style different from t…
cs.LG2018
Escaping from Collapsing Modes in a Constrained Space
Chia-Che Chang, Chieh Hubert Lin, Che-Rung Lee +3
Generative adversarial networks (GANs) often suffer from unpredictable mode-collapsing during training. We study the issue of mode collapse of Boundary Equilibrium Generative Adver…