Image de couverture de livre

Reduce, Reuse, Recycle: Is Perturbed Data better than Other Language augmentation for Low Resource Self-Supervised Speech Models

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Ullah, Asad, Ragano, Alessandro, Hines, Andrew
Format:	Preprint
Publié:	2023
Sujets:	Audio and Speech Processing Computation and Language Sound
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

SCOREQ: Speech Quality Assessment with Contrastive Regression
par: Ragano, Alessandro, et autres
Publié: (2024)

NOMAD: Unsupervised Learning of Perceptual Embeddings for Speech Enhancement and Non-matching Reference Audio Quality Assessment
par: Ragano, Alessandro, et autres
Publié: (2023)

BINAQUAL: A Full-Reference Objective Localization Similarity Metric for Binaural Audio
par: Panah, Davoud Shariat, et autres
Publié: (2025)

Binamix -- A Python Library for Generating Binaural Audio Datasets
par: Barry, Dan, et autres
Publié: (2025)

Beyond Correlation: Evaluating Multimedia Quality Models with the Constrained Concordance Index
par: Ragano, Alessandro, et autres
Publié: (2024)

AC-Mix: Self-Supervised Adaptation for Low-Resource Automatic Speech Recognition using Agnostic Contrastive Mixup
par: Carvalho, Carlos, et autres
Publié: (2024)

Low-Resource Cross-Domain Singing Voice Synthesis via Reduced Self-Supervised Speech Representations
par: Kakoulidis, Panos, et autres
Publié: (2024)

Low-Resource Self-Supervised Learning with SSL-Enhanced TTS
par: Hsu, Po-chun, et autres
Publié: (2023)

SOA: Reducing Domain Mismatch in SSL Pipeline by Speech Only Adaptation for Low Resource ASR
par: Shankar, Natarajan Balaji, et autres
Publié: (2024)

Towards Building Speech Large Language Models for Multitask Understanding in Low-Resource Languages
par: Shao, Mingchen, et autres
Publié: (2025)

Analysis of Self-Supervised Speech Models on Children's Speech and Infant Vocalizations
par: Li, Jialu, et autres
Publié: (2024)

A Study of Data Selection Strategies for Pre-training Self-Supervised Speech Models
par: Whetten, Ryan, et autres
Publié: (2026)

Emotion-Coherent Speech Data Augmentation and Self-Supervised Contrastive Style Training for Enhancing Kids's Story Speech Synthesis
par: Chung, Raymond
Publié: (2026)

Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages
par: Ranjan, Rishabh, et autres
Publié: (2025)

Leveraging Self-Supervised Models for Automatic Whispered Speech Recognition
par: Farhadipour, Aref, et autres
Publié: (2024)

GigaAM: Efficient Self-Supervised Learner for Speech Recognition
par: Kutsakov, Aleksandr, et autres
Publié: (2025)

Zero Shot Text to Speech Augmentation for Automatic Speech Recognition on Low-Resource Accented Speech Corpora
par: Nespoli, Francesco, et autres
Publié: (2024)

EFFUSE: Efficient Self-Supervised Feature Fusion for E2E ASR in Low Resource and Multilingual Scenarios
par: Srivastava, Tejes, et autres
Publié: (2023)

Unsupervised Accent Adaptation Through Masked Language Model Correction Of Discrete Self-Supervised Speech Units
par: Poncelet, Jakob, et autres
Publié: (2023)

Refining Self-Supervised Learnt Speech Representation using Brain Activations
par: Li, Hengyu, et autres
Publié: (2024)

Comparison of Self-Supervised Speech Pre-Training Methods on Flemish Dutch
par: Poncelet, Jakob, et autres
Publié: (2021)

Towards Automatic Assessment of Self-Supervised Speech Models using Rank
par: Aldeneh, Zakaria, et autres
Publié: (2024)

Evaluating Self-Supervised Speech Models via Text-Based LLMS
par: Maekaku, Takashi, et autres
Publié: (2025)

Emotion-Aware Speech Self-Supervised Representation Learning with Intensity Knowledge
par: Liu, Rui, et autres
Publié: (2024)

Methods to Increase the Amount of Data for Speech Recognition for Low Resource Languages
par: Ayrapetyan, Alexan, et autres
Publié: (2025)

Self-Supervised Speech Quality Assessment (S3QA): Leveraging Speech Foundation Models for a Scalable Speech Quality Metric
par: Ogg, Mattson, et autres
Publié: (2025)

Distillation and Pruning for Scalable Self-Supervised Representation-Based Speech Quality Assessment
par: Stahl, Benjamin, et autres
Publié: (2025)

Self-Supervised Singing Voice Pre-Training towards Speech-to-Singing Conversion
par: Li, Ruiqi, et autres
Publié: (2024)

PhoenixCodec: Taming Neural Speech Coding for Extreme Low-Resource Scenarios
par: Wan, Zixiang, et autres
Publié: (2025)

Can you Remove the Downstream Model for Speaker Recognition with Self-Supervised Speech Features?
par: Aldeneh, Zakaria, et autres
Publié: (2024)

VQTTS: High-Fidelity Text-to-Speech Synthesis with Self-Supervised VQ Acoustic Feature
par: Du, Chenpeng, et autres
Publié: (2022)

Efficient Extraction of Noise-Robust Discrete Units from Self-Supervised Speech Models
par: Poncelet, Jakob, et autres
Publié: (2024)

Speechless: Speech Instruction Training Without Speech for Low Resource Languages
par: Dao, Alan, et autres
Publié: (2025)

A Large-Scale Probing Analysis of Speaker-Specific Attributes in Self-Supervised Speech Representations
par: Chiu, Aemon Yat Fei, et autres
Publié: (2025)

Extending Multilingual Speech Synthesis to 100+ Languages without Transcribed Data
par: Saeki, Takaaki, et autres
Publié: (2024)

Audio-Based Linguistic Feature Extraction for Enhancing Multi-lingual and Low-Resource Text-to-Speech
par: Kim, Youngjae, et autres
Publié: (2024)

Low-Resourced Speech Recognition for Iu Mien Language via Weakly-Supervised Phoneme-based Multilingual Pre-training
par: Dong, Lukuan, et autres
Publié: (2024)

Multi-resolution HuBERT: Multi-resolution Speech Self-Supervised Learning with Masked Unit Prediction
par: Shi, Jiatong, et autres
Publié: (2023)

Generic Speech Enhancement with Self-Supervised Representation Space Loss
par: Sato, Hiroshi, et autres
Publié: (2025)

Investigation of Deep Neural Network Acoustic Modelling Approaches for Low Resource Accented Mandarin Speech Recognition
par: Xie, Xurong, et autres
Publié: (2022)