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20152026
most citedDNN driven Speaker Independent Audio-Visual Mask Estimation for Speech Separation

45 citations · 211 across the 23 of their papers we have counts for

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6 papers · 1 filter

cs.SD2026

Generating Synthetic Doctor-Patient Conversations for Long-form Audio Summarization

Yanis Labrak, David Grünert, Séverin Baroudi +11

Long-context audio reasoning is underserved in both training data and evaluation. Existing benchmarks target short-context tasks, and the open-ended generation tasks most relevant…

cs.SD2025★ 1 cited

Discrete Audio Tokens: More Than a Survey!

Pooneh Mousavi, Gallil Maimon, Adel Moumen +18

Discrete audio tokens are compact representations that aim to preserve perceptual quality, phonetic content, and speaker characteristics while enabling efficient storage and infere…

cs.SD2024★ 11 cited

Speech foundation models on intelligibility prediction for hearing-impaired listeners

Santiago Cuervo, Ricard Marxer

Speech foundation models (SFMs) have been benchmarked on many speech processing tasks, often achieving state-of-the-art performance with minimal adaptation. However, the SFM paradi…

cs.SD2022★ 3 cited

Variable-rate hierarchical CPC leads to acoustic unit discovery in speech

Santiago Cuervo, Adrian Łańcucki, Ricard Marxer +2

The success of deep learning comes from its ability to capture the hierarchical structure of data by learning high-level representations defined in terms of low-level ones. In this…

cs.SD2018★ 45 cited

DNN driven Speaker Independent Audio-Visual Mask Estimation for Speech Separation

Mandar Gogate, Ahsan Adeel, Ricard Marxer +2

Human auditory cortex excels at selectively suppressing background noise to focus on a target speaker. The process of selective attention in the brain is known to contextually expl…

cs.SD2015★ 14 cited

Unsupervised Incremental Learning and Prediction of Music Signals

Ricard Marxer, Hendrik Purwins

A system is presented that segments, clusters and predicts musical audio in an unsupervised manner, adjusting the number of (timbre) clusters instantaneously to the audio input. A…