Image de couverture de livre

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

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Heggan, Calum, Budgett, Sam, Hospedales, Timothy, Yaghoobi, Mehrdad
Format:	Preprint
Publié:	2024
Sujets:	Sound Machine Learning Audio and Speech Processing
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

MT-SLVR: Multi-Task Self-Supervised Learning for Transformation In(Variant) Representations
par: Heggan, Calum, et autres
Publié: (2023)

Self-Supervised Learning for Few-Shot Bird Sound Classification
par: Moummad, Ilyass, et autres
Publié: (2023)

Zero Shot Audio to Audio Emotion Transfer With Speaker Disentanglement
par: Dutta, Soumya, et autres
Publié: (2024)

Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities
par: Kong, Zhifeng, et autres
Publié: (2024)

LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging
par: Papaioannou, Charilaos, et autres
Publié: (2024)

Multi-label Zero-Shot Audio Classification with Temporal Attention
par: Dogan, Duygu, et autres
Publié: (2024)

Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio Pairs
par: Sinha, Anshuman, et autres
Publié: (2024)

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

Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation
par: Singh, Riyansha, et autres
Publié: (2024)

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

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes
par: Glazer, Neta, et autres
Publié: (2025)

On Class Separability Pitfalls In Audio-Text Contrastive Zero-Shot Learning
par: Tavares, Tiago, et autres
Publié: (2024)

Zero-Shot Unsupervised and Text-Based Audio Editing Using DDPM Inversion
par: Manor, Hila, et autres
Publié: (2024)

Blind Audio Bandwidth Extension: A Diffusion-Based Zero-Shot Approach
par: Moliner, Eloi, et autres
Publié: (2023)

SNAC: Multi-Scale Neural Audio Codec
par: Siuzdak, Hubert, et autres
Publié: (2024)

Gaussian Flow Bridges for Audio Domain Transfer with Unpaired Data
par: Moliner, Eloi, et autres
Publié: (2024)

Audio Processing using Pattern Recognition for Music Genre Classification
par: Chatterjee, Sivangi, et autres
Publié: (2024)

EnvId: A Metric Learning Approach for Forensic Few-Shot Identification of Unseen Environments
par: Moussa, Denise, et autres
Publié: (2024)

Embedding-Space Diffusion for Zero-Shot Environmental Sound Classification
par: Sims, Ysobel, et autres
Publié: (2024)

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

Multimodal Attention Merging for Improved Speech Recognition and Audio Event Classification
par: Sundar, Anirudh S., et autres
Publié: (2023)

Exploring Meta Information for Audio-based Zero-shot Bird Classification
par: Gebhard, Alexander, et autres
Publié: (2023)

An Investigation of Test-time Adaptation for Audio Classification under Background Noise
par: Shao, Weichuang, et autres
Publié: (2025)

Listenable Maps for Zero-Shot Audio Classifiers
par: Paissan, Francesco, et autres
Publié: (2024)

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
par: Bae, Sangmin, et autres
Publié: (2023)

Toward Fully Self-Supervised Multi-Pitch Estimation
par: Cwitkowitz, Frank, et autres
Publié: (2024)

Self-Supervised Embeddings for Detecting Individual Symptoms of Depression
par: Dumpala, Sri Harsha, et autres
Publié: (2024)

Vision Language Models Are Few-Shot Audio Spectrogram Classifiers
par: Dixit, Satvik, et autres
Publié: (2024)

SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes
par: Alex, Tony, et autres
Publié: (2025)

Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors
par: Rusci, Manuele, et autres
Publié: (2024)

Cross-Referencing Self-Training Network for Sound Event Detection in Audio Mixtures
par: Park, Sangwook, et autres
Publié: (2021)

Transfer Learning with Semi-Supervised Dataset Annotation for Birdcall Classification
par: Miyaguchi, Anthony, et autres
Publié: (2023)

Singer Identity Representation Learning using Self-Supervised Techniques
par: Torres, Bernardo, et autres
Publié: (2024)

Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning
par: Wu, Haibin, et autres
Publié: (2021)

Self-Supervised Learning for Speaker Recognition: A study and review
par: Lepage, Theo, et autres
Publié: (2026)

Bringing the Discussion of Minima Sharpness to the Audio Domain: a Filter-Normalised Evaluation for Acoustic Scene Classification
par: Milling, Manuel, et autres
Publié: (2023)

VI-PANN: Harnessing Transfer Learning and Uncertainty-Aware Variational Inference for Improved Generalization in Audio Pattern Recognition
par: Fischer, John, et autres
Publié: (2024)

The Effect of Batch Size on Contrastive Self-Supervised Speech Representation Learning
par: Vaessen, Nik, et autres
Publié: (2024)

Self-Supervised Frameworks for Speaker Verification via Bootstrapped Positive Sampling
par: Lepage, Theo, et autres
Publié: (2025)

Investigating an Overfitting and Degeneration Phenomenon in Self-Supervised Multi-Pitch Estimation
par: Cwitkowitz, Frank, et autres
Publié: (2025)