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08/28/2023
Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Self-supervised learning (SSL) leverages large datasets of unlabeled spe...
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07/31/2023
SAMbA: Speech enhancement with Asynchronous ad-hoc Microphone Arrays
Speech enhancement in ad-hoc microphone arrays is often hindered by the ...
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06/01/2023
Automatic Data Augmentation for Domain Adapted Fine-Tuning of Self-Supervised Speech Representations
Self-Supervised Learning (SSL) has allowed leveraging large amounts of u...
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06/01/2023
Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?
Self-supervised learning (SSL) has recently allowed leveraging large dat...
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03/31/2023
One-shot Unsupervised Domain Adaptation with Personalized Diffusion Models
Adapting a segmentation model from a labeled source domain to a target d...
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03/12/2023
Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study
Self-supervised learning (SSL) has allowed substantial progress in Autom...
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04/08/2022
Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning
Contrastive learning enables learning useful audio and speech representa...
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07/01/2021
Pretext Tasks selection for multitask self-supervised speech representation learning
Through solving pretext tasks, self-supervised learning leverages unlabe...
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06/15/2021
Attention-based distributed speech enhancement for unconstrained microphone arrays with varying number of nodes
Speech enhancement promises higher efficiency in ad-hoc microphone array...
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04/15/2021
Conditional independence for pretext task selection in Self-supervised speech representation learning
Through solving pretext tasks, self-supervised learning (SSL) leverages ...
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04/20/2020
On-the-fly Detection of User Engagement Decrease in Spontaneous Human-Robot Interaction, International Journal of Social Robotics, 2019
In this paper, we consider the detection of a decrease of engagement by ...
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02/13/2020
DNN-Based Distributed Multichannel Mask Estimation for Speech Enhancement in Microphone Arrays
Multichannel processing is widely used for speech enhancement but severa...
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08/29/2019
From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining
The task of predicting fine grained user opinion based on spontaneous sp...
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02/26/2019
A multimodal movie review corpus for fine-grained opinion mining
In this paper, we introduce a set of opinion annotations for the POM mov...
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11/09/2018
Identify, locate and separate: Audio-visual object extraction in large video collections using weak supervision
We tackle the problem of audiovisual scene analysis for weakly-labeled d...
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06/20/2018
Opinion Dynamics Modeling for Movie Review Transcripts Classification with Hidden Conditional Random Fields
In this paper, the main goal is to detect a movie reviewer's opinion usi...
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04/19/2018
Weakly Supervised Representation Learning for Unsynchronized Audio-Visual Events
Audio-visual representation learning is an important task from the persp...
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03/22/2018