Copertina

Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR Models

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Miara, Victor, Lepage, Theo, Dehak, Reda
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Audio and Speech Processing Machine Learning Sound
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive Learning
di: Lepage, Théo, et al.
Pubblicazione: (2022)

Self-Supervised Frameworks for Speaker Verification via Bootstrapped Positive Sampling
di: Lepage, Theo, et al.
Pubblicazione: (2025)

SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker Verification
di: Lepage, Theo, et al.
Pubblicazione: (2025)

Self-Supervised Learning for Speaker Recognition: A study and review
di: Lepage, Theo, et al.
Pubblicazione: (2026)

Additive Margin in Contrastive Self-Supervised Frameworks to Learn Discriminative Speaker Representations
di: Lepage, Theo, et al.
Pubblicazione: (2024)

Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification
di: Lepage, Theo, et al.
Pubblicazione: (2023)

Exploring WavLM Back-ends for Speech Spoofing and Deepfake Detection
di: Stourbe, Theophile, et al.
Pubblicazione: (2024)

Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning
di: Wu, Haibin, et al.
Pubblicazione: (2021)

BabyHuBERT: Multilingual Self-Supervised Learning for Segmenting Speakers in Child-Centered Long-Form Recordings
di: Charlot, Théo, et al.
Pubblicazione: (2025)

Leveraging Self-Supervised Learning for Speaker Diarization
di: Han, Jiangyu, et al.
Pubblicazione: (2024)

Robust Channel Learning for Large-Scale Radio Speaker Verification
di: Yang, Wenhao, et al.
Pubblicazione: (2024)

On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification
di: Heggan, Calum, et al.
Pubblicazione: (2024)

Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification
di: Liao, Yen-Lun, et al.
Pubblicazione: (2022)

Toward Fully Self-Supervised Multi-Pitch Estimation
di: Cwitkowitz, Frank, et al.
Pubblicazione: (2024)

Scaling Self-Supervised Representation Learning for Symbolic Piano Performance
di: Bradshaw, Louis, et al.
Pubblicazione: (2025)

CA-SSLR: Condition-Aware Self-Supervised Learning Representation for Generalized Speech Processing
di: Lu, Yen-Ju, et al.
Pubblicazione: (2024)

Towards Early Prediction of Self-Supervised Speech Model Performance
di: Whetten, Ryan, et al.
Pubblicazione: (2025)

Speaker Emotion Recognition: Leveraging Self-Supervised Models for Feature Extraction Using Wav2Vec2 and HuBERT
di: Jafarzadeh, Pourya, et al.
Pubblicazione: (2024)

TinySV: Speaker Verification in TinyML with On-device Learning
di: Pavan, Massimo, et al.
Pubblicazione: (2024)

HiddenSpeaker: Generate Imperceptible Unlearnable Audios for Speaker Verification System
di: Zhang, Zhisheng, et al.
Pubblicazione: (2024)

Singer Identity Representation Learning using Self-Supervised Techniques
di: Torres, Bernardo, et al.
Pubblicazione: (2024)

Self-Supervised Learning for Few-Shot Bird Sound Classification
di: Moummad, Ilyass, et al.
Pubblicazione: (2023)

Multiple Choice Learning for Efficient Speech Separation with Many Speakers
di: Perera, David, et al.
Pubblicazione: (2024)

A Large-Scale Probing Analysis of Speaker-Specific Attributes in Self-Supervised Speech Representations
di: Chiu, Aemon Yat Fei, et al.
Pubblicazione: (2025)

Adversarial Data Augmentation for Robust Speaker Verification
di: Zhou, Zhenyu, et al.
Pubblicazione: (2024)

The Effect of Batch Size on Contrastive Self-Supervised Speech Representation Learning
di: Vaessen, Nik, et al.
Pubblicazione: (2024)

Unraveling Adversarial Examples against Speaker Identification -- Techniques for Attack Detection and Victim Model Classification
di: Joshi, Sonal, et al.
Pubblicazione: (2024)

MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations
di: Heggan, Calum, et al.
Pubblicazione: (2023)

Understanding Self-Supervised Learning of Speech Representation via Invariance and Redundancy Reduction
di: Brima, Yusuf, et al.
Pubblicazione: (2023)

Efficient Adapter Tuning of Pre-trained Speech Models for Automatic Speaker Verification
di: Sang, Mufan, et al.
Pubblicazione: (2024)

Self-Supervised Embeddings for Detecting Individual Symptoms of Depression
di: Dumpala, Sri Harsha, et al.
Pubblicazione: (2024)

Windowed SummaryMixing: An Efficient Fine-Tuning of Self-Supervised Learning Models for Low-resource Speech Recognition
di: Menon, Aditya Srinivas, et al.
Pubblicazione: (2026)

Zero-Shot Multi-Lingual Speaker Verification in Clinical Trials
di: Akram, Ali, et al.
Pubblicazione: (2024)

Losses Can Be Blessings: Routing Self-Supervised Speech Representations Towards Efficient Multilingual and Multitask Speech Processing
di: Fu, Yonggan, et al.
Pubblicazione: (2022)

DINO-VITS: Data-Efficient Zero-Shot TTS with Self-Supervised Speaker Verification Loss for Noise Robustness
di: Pankov, Vikentii, et al.
Pubblicazione: (2023)

Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio Pairs
di: Sinha, Anshuman, et al.
Pubblicazione: (2024)

Investigating an Overfitting and Degeneration Phenomenon in Self-Supervised Multi-Pitch Estimation
di: Cwitkowitz, Frank, et al.
Pubblicazione: (2025)

Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision
di: Chen, Yafeng, et al.
Pubblicazione: (2024)

Self-Distillation Prototypes Network: Learning Robust Speaker Representations without Supervision
di: Chen, Yafeng, et al.
Pubblicazione: (2023)

Multi-stream Convolutional Neural Network with Frequency Selection for Robust Speaker Verification
di: Yao, Wei, et al.
Pubblicazione: (2020)