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cs.CL2020
Unsupervised feature learning for speech using correspondence and Siamese networks
Petri-Johan Last, Herman A. Engelbrecht, Herman Kamper
In zero-resource settings where transcribed speech audio is unavailable, unsupervised feature learning is essential for downstream speech processing tasks. Here we compare two rece…
cs.CL2018
Multimodal One-Shot Learning of Speech and Images
Ryan Eloff, Herman A. Engelbrecht, Herman Kamper
Imagine a robot is shown new concepts visually together with spoken tags, e.g. "milk", "eggs", "butter". After seeing one paired audio-visual example per class, it is shown a new s…