Cover Image

On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Heggan, Calum, Budgett, Sam, Hospedales, Timothy, Yaghoobi, Mehrdad
Format:	Preprint
Published:	2024
Subjects:	Sound Machine Learning Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

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

Zero Shot Audio to Audio Emotion Transfer With Speaker Disentanglement
by: Dutta, Soumya, et al.
Published: (2024)

Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
by: Kong, Zhifeng, et al.
Published: (2024)

LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging
by: Papaioannou, Charilaos, et al.
Published: (2024)

Multi-label Zero-Shot Audio Classification with Temporal Attention
by: Dogan, Duygu, et al.
Published: (2024)

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

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

Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation
by: Singh, Riyansha, et al.
Published: (2024)

Improving Perceptual Audio Aesthetic Assessment via Triplet Loss and Self-Supervised Embeddings
by: Wisnu, Dyah A. M. G., et al.
Published: (2025)

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes
by: Glazer, Neta, et al.
Published: (2025)

On Class Separability Pitfalls In Audio-Text Contrastive Zero-Shot Learning
by: Tavares, Tiago, et al.
Published: (2024)

Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion
by: Manor, Hila, et al.
Published: (2024)

Blind Audio Bandwidth Extension: A Diffusion-Based Zero-Shot Approach
by: Moliner, Eloi, et al.
Published: (2023)

SNAC: Multi-Scale Neural Audio Codec
by: Siuzdak, Hubert, et al.
Published: (2024)

Gaussian Flow Bridges for Audio Domain Transfer with Unpaired Data
by: Moliner, Eloi, et al.
Published: (2024)

Audio Processing using Pattern Recognition for Music Genre Classification
by: Chatterjee, Sivangi, et al.
Published: (2024)

EnvId: A Metric Learning Approach for Forensic Few-Shot Identification of Unseen Environments
by: Moussa, Denise, et al.
Published: (2024)

Embedding-Space Diffusion for Zero-Shot Environmental Sound Classification
by: Sims, Ysobel, et al.
Published: (2024)

Audio Classification of Low Feature Spectrograms Utilizing Convolutional Neural Networks
by: Elias, Noel
Published: (2024)

Multimodal Attention Merging for Improved Speech Recognition and Audio Event Classification
by: Sundar, Anirudh S., et al.
Published: (2023)

Exploring Meta Information for Audio-based Zero-shot Bird Classification
by: Gebhard, Alexander, et al.
Published: (2023)

An Investigation of Test-time Adaptation for Audio Classification under Background Noise
by: Shao, Weichuang, et al.
Published: (2025)

Listenable Maps for Zero-Shot Audio Classifiers
by: Paissan, Francesco, et al.
Published: (2024)

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
by: Bae, Sangmin, et al.
Published: (2023)

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

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

Vision Language Models Are Few-Shot Audio Spectrogram Classifiers
by: Dixit, Satvik, et al.
Published: (2024)

SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes
by: Alex, Tony, et al.
Published: (2025)

Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors
by: Rusci, Manuele, et al.
Published: (2024)

Cross-Referencing Self-Training Network for Sound Event Detection in Audio Mixtures
by: Park, Sangwook, et al.
Published: (2021)

Transfer Learning with Semi-Supervised Dataset Annotation for Birdcall Classification
by: Miyaguchi, Anthony, et al.
Published: (2023)

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

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

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

Bringing the Discussion of Minima Sharpness to the Audio Domain: a Filter-Normalised Evaluation for Acoustic Scene Classification
by: Milling, Manuel, et al.
Published: (2023)

VI-PANN: Harnessing Transfer Learning and Uncertainty-Aware Variational Inference for Improved Generalization in Audio Pattern Recognition
by: Fischer, John, et al.
Published: (2024)

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

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

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