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08/23/2023
Audio Difference Captioning Utilizing Similarity-Discrepancy Disentanglement
We proposed Audio Difference Captioning (ADC) as a new extension task of...
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05/23/2023
Masked Modeling Duo for Speech: Specializing General-Purpose Audio Representation to Speech using Denoising Distillation
Self-supervised learning general-purpose audio representations have demo...
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05/13/2023
Description and Discussion on DCASE 2023 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
We present the task description of the Detection and Classification of A...
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03/01/2023
First-shot anomaly sound detection for machine condition monitoring: A domain generalization baseline
This paper provides a baseline system for First-shot-compliant unsupervi...
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10/26/2022
Masked Modeling Duo: Learning Representations by Encouraging Both Networks to Model the Input
Masked Autoencoders is a simple yet powerful self-supervised learning me...
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07/25/2022
ConceptBeam: Concept Driven Target Speech Extraction
We propose a novel framework for target speech extraction based on seman...
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07/20/2022
Introducing Auxiliary Text Query-modifier to Content-based Audio Retrieval
The amount of audio data available on public websites is growing rapidly...
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06/13/2022
Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques
We present the task description of the Detection and Classification of A...
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05/17/2022
Composing General Audio Representation by Fusing Multilayer Features of a Pre-trained Model
Many application studies rely on audio DNN models pre-trained on a large...
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04/26/2022
Masked Spectrogram Modeling using Masked Autoencoders for Learning General-purpose Audio Representation
Recent general-purpose audio representations show state-of-the-art perfo...
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04/15/2022
BYOL for Audio: Exploring Pre-trained General-purpose Audio Representations
Pre-trained models are essential as feature extractors in modern machine...
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06/08/2021
Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions
We present the task description and discussion on the results of the DCA...
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03/11/2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation
Inspired by the recent progress in self-supervised learning for computer...
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12/14/2020
Audio Captioning using Pre-Trained Large-Scale Language Model Guided by Audio-based Similar Caption Retrieval
The goal of audio captioning is to translate input audio into its descri...
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08/02/2018