activity
20172023
most citedWave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation

75 citations · 93 across the 6 of their papers we have counts for

collaborators

9 papers

cs.SD2023★ 8 cited

Contrastive Learning-Based Audio to Lyrics Alignment for Multiple Languages

Simon Durand, Daniel Stoller, Sebastian Ewert

Lyrics alignment gained considerable attention in recent years. State-of-the-art systems either re-use established speech recognition toolkits, or design end-to-end solutions invol…

cs.SD2022

Few-Shot Musical Source Separation

Yu Wang, Daniel Stoller, Rachel M. Bittner +1

Deep learning-based approaches to musical source separation are often limited to the instrument classes that the models are trained on and do not generalize to separate unseen inst…

cs.LG2019★ 3 cited

Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators

Daniel Stoller, Sebastian Ewert, Simon Dixon

Generative adversarial networks (GANs) have shown great success in applications such as image generation and inpainting. However, they typically require large datasets, which are o…

cs.LG2019★ 6 cited

GAN-based Generation and Automatic Selection of Explanations for Neural Networks

Saumitra Mishra, Daniel Stoller, Emmanouil Benetos +2

One way to interpret trained deep neural networks (DNNs) is by inspecting characteristics that neurons in the model respond to, such as by iteratively optimising the model input (e…

eess.AS2019

Ensemble Models for Spoofing Detection in Automatic Speaker Verification

Bhusan Chettri, Daniel Stoller, Veronica Morfi +3

Detecting spoofing attempts of automatic speaker verification (ASV) systems is challenging, especially when using only one modeling approach. For robustness, we use both deep neura…

cs.SD2019★ 1 cited

End-to-end Lyrics Alignment for Polyphonic Music Using an Audio-to-Character Recognition Model

Daniel Stoller, Simon Durand, Sebastian Ewert

Time-aligned lyrics can enrich the music listening experience by enabling karaoke, text-based song retrieval and intra-song navigation, and other applications. Compared to text-to-…