Cover Image

Label-Efficient Self-Supervised Speaker Verification With Information Maximization and Contrastive Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lepage, Théo, Dehak, Réda
Format:	Preprint
Published:	2022
Subjects:	Audio and Speech Processing Machine Learning Sound
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

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

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

Towards Supervised Performance on Speaker Verification with Self-Supervised Learning by Leveraging Large-Scale ASR Models
by: Miara, Victor, et al.
Published: (2024)

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Dynamic Recognition of Speakers for Consent Management by Contrastive Embedding Replay
by: Shahmansoori, Arash, et al.
Published: (2022)

Revealing Emotional Clusters in Speaker Embeddings: A Contrastive Learning Strategy for Speech Emotion Recognition
by: Ulgen, Ismail Rasim, et al.
Published: (2024)

LMD: A Learnable Mask Network to Detect Adversarial Examples for Speaker Verification
by: Chen, Xing, et al.
Published: (2022)

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

UniPET-SPK: A Unified Framework for Parameter-Efficient Tuning of Pre-trained Speech Models for Robust Speaker Verification
by: Sang, Mufan, et al.
Published: (2025)

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

Source -Free Domain Adaptation for Speaker Verification in Data-Scarce Languages and Noisy Channels
by: Elia, Shlomo Salo, et al.
Published: (2024)

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

Prototype and Instance Contrastive Learning for Unsupervised Domain Adaptation in Speaker Verification
by: Huang, Wen, et al.
Published: (2024)

Robust Training for Speaker Verification against Noisy Labels
by: Fang, Zhihua, et al.
Published: (2022)

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

Self-Steering Deep Non-Linear Spatially Selective Filters for Efficient Extraction of Moving Speakers under Weak Guidance
by: Kienegger, Jakob, et al.
Published: (2025)

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

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

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

Learning Emotion-Invariant Speaker Representations for Speaker Verification
by: Tian, Jingguang, et al.
Published: (2025)

Speaker Contrastive Learning for Source Speaker Tracing
by: Wang, Qing, et al.
Published: (2024)

Channel Adaptation for Speaker Verification Using Optimal Transport with Pseudo Label
by: Yang, Wenhao, et al.
Published: (2024)

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

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

Voice Signal Processing for Machine Learning. The Case of Speaker Isolation
by: Ganchev, Radan
Published: (2024)