activity
20192023
most citedConceptBeam: Concept Driven Target Speech Extraction

17 citations · 22 across the 4 of their papers we have counts for

collaborators

8 papers

cs.SD20241 cited

Interaural time difference loss for binaural target sound extraction

Carlos Hernandez-Olivan, Marc Delcroix, Tsubasa Ochiai +3

Binaural target sound extraction (TSE) aims to extract a desired sound from a binaural mixture of arbitrary sounds while preserving the spatial cues of the desired sound. Indeed, f…

eess.AS2024

Rethinking Processing Distortions: Disentangling the Impact of Speech Enhancement Errors on Speech Recognition Performance

Tsubasa Ochiai, Kazuma Iwamoto, Marc Delcroix +4

It is challenging to improve automatic speech recognition (ASR) performance in noisy conditions with a single-channel speech enhancement (SE) front-end. This is generally attribute…

eess.AS2024

Probing Self-supervised Learning Models with Target Speech Extraction

Junyi Peng, Marc Delcroix, Tsubasa Ochiai +4

Large-scale pre-trained self-supervised learning (SSL) models have shown remarkable advancements in speech-related tasks. However, the utilization of these models in complex multi-…

eess.AS2024

Target Speech Extraction with Pre-trained Self-supervised Learning Models

Junyi Peng, Marc Delcroix, Tsubasa Ochiai +3

Pre-trained self-supervised learning (SSL) models have achieved remarkable success in various speech tasks. However, their potential in target speech extraction (TSE) has not been…

eess.AS2023

Multi-Stream Extension of Variational Bayesian HMM Clustering (MS-VBx) for Combined End-to-End and Vector Clustering-based Diarization

Marc Delcroix, Naohiro Tawara, Mireia Diez +6

Combining end-to-end neural speaker diarization (EEND) with vector clustering (VC), known as EEND-VC, has gained interest for leveraging the strengths of both methods. EEND-VC esti…

eess.AS202217 cited

ConceptBeam: Concept Driven Target Speech Extraction

Yasunori Ohishi, Marc Delcroix, Tsubasa Ochiai +6

We propose a novel framework for target speech extraction based on semantic information, called ConceptBeam. Target speech extraction means extracting the speech of a target speake…