3 citations · 3 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Manifold Characteristics That Predict Downstream Task Performance
Ruan van der Merwe, Gregory Newman, Etienne Barnard
Pretraining methods are typically compared by evaluating the accuracy of linear classifiers, transfer learning performance, or visually inspecting the representation manifold's (RM…
cs.SD2020★ 3 cited
Triplet Entropy Loss: Improving The Generalisation of Short Speech Language Identification Systems
Ruan van der Merwe
We present several methods to improve the generalisation of language identification (LID) systems to new speakers and to new domains. These methods involve Spectral augmentation, w…