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09/18/2023
Training dynamic models using early exits for automatic speech recognition on resource-constrained devices
The possibility of dynamically modifying the computational load of neura...
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05/29/2023
An Experimental Review of Speaker Diarization methods with application to Two-Speaker Conversational Telephone Speech recordings
We performed an experimental review of current diarization systems for t...
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03/21/2023
End-to-End Integration of Speech Separation and Voice Activity Detection for Low-Latency Diarization of Telephone Conversations
Recent works show that speech separation guided diarization (SSGD) is an...
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03/12/2023
Improving the Intent Classification accuracy in Noisy Environment
Intent classification is a fundamental task in the spoken language under...
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03/06/2023
Scaling strategies for on-device low-complexity source separation with Conv-Tasnet
Recently, several very effective neural approaches for single-channel sp...
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11/15/2022
Exploring the Joint Use of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding
Continual learning refers to a dynamical framework in which a model or a...
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02/18/2022
Is Cross-Attention Preferable to Self-Attention for Multi-Modal Emotion Recognition?
Humans express their emotions via facial expressions, voice intonation a...
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04/06/2021
Learning to Rank Microphones for Distant Speech Recognition
Fully exploiting ad-hoc microphone networks for distant speech recogniti...
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11/03/2020
Robust Latent Representations via Cross-Modal Translation and Alignment
Multi-modal learning relates information across observation modalities o...
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01/29/2020
Compact recurrent neural networks for acoustic event detection on low-energy low-complexity platforms
Outdoor acoustic events detection is an exciting research field but chal...
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11/06/2019
The Speed Submission to DIHARD II: Contributions Lessons Learned
This paper describes the speaker diarization systems developed for the S...
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11/04/2019
Supervised online diarization with sample mean loss for multi-domain data
Recently, a fully supervised speaker diarization approach was proposed (...
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01/25/2019
