Fully Few-shot Class-incremental Audio Classification Using Multi-level Embedding Extractor and Ridge Regression Classifier
Fuente:
arXiv
Saved in:
| Main Authors: | Si, Yongjie, Li, Yanxiong, Tan, Jiaxin, He, Qianhua, Kwak, Il-Youp |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fully Few-shot Class-incremental Audio Classification Using Expandable Dual-embedding Extractor
by: Si, Yongjie, et al.
Published: (2024)
by: Si, Yongjie, et al.
Published: (2024)
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network
by: Li, Yanxiong, et al.
Published: (2024)
by: Li, Yanxiong, et al.
Published: (2024)
Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025)
by: Yang, Mingru, et al.
Published: (2025)
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation
by: Singh, Riyansha, et al.
Published: (2024)
by: Singh, Riyansha, et al.
Published: (2024)
UniAudio 1.5: Large Language Model-driven Audio Codec is A Few-shot Audio Task Learner
by: Yang, Dongchao, et al.
Published: (2024)
by: Yang, Dongchao, et al.
Published: (2024)
openFEAT: Improving Speaker Identification by Open-set Few-shot Embedding Adaptation with Transformer
by: C, Kishan K, et al.
Published: (2022)
by: C, Kishan K, et al.
Published: (2022)
Vision Language Models Are Few-Shot Audio Spectrogram Classifiers
by: Dixit, Satvik, et al.
Published: (2024)
by: Dixit, Satvik, et al.
Published: (2024)
Measuring Audio's Impact on Correctness: Audio-Contribution-Aware Post-Training of Large Audio Language Models
by: He, Haolin, et al.
Published: (2025)
by: He, Haolin, et al.
Published: (2025)
Class-Incremental Learning for Multi-Label Audio Classification
by: Mulimani, Manjunath, et al.
Published: (2024)
by: Mulimani, Manjunath, et al.
Published: (2024)
Joint Training of Speaker Embedding Extractor, Speech and Overlap Detection for Diarization
by: Pálka, Petr, et al.
Published: (2024)
by: Pálka, Petr, et al.
Published: (2024)
Infant Cry Emotion Recognition Using Improved ECAPA-TDNN with Multiscale Feature Fusion and Attention Enhancement
by: Zhou, Junyu, et al.
Published: (2025)
by: Zhou, Junyu, et al.
Published: (2025)
Hyperbolic Embeddings for Order-Aware Classification of Audio Effect Chains
by: Wada, Aogu, et al.
Published: (2025)
by: Wada, Aogu, et al.
Published: (2025)
Audio Deepfake Detection with Self-Supervised WavLM and Multi-Fusion Attentive Classifier
by: Guo, Yinlin, et al.
Published: (2023)
by: Guo, Yinlin, et al.
Published: (2023)
Enhancing Zero-shot Audio Classification using Sound Attribute Knowledge from Large Language Models
by: Xu, Xuenan, et al.
Published: (2024)
by: Xu, Xuenan, et al.
Published: (2024)
AudioCIL: A Python Toolbox for Audio Class-Incremental Learning with Multiple Scenes
by: Xu, Qisheng, et al.
Published: (2024)
by: Xu, Qisheng, et al.
Published: (2024)
Zero- and Few-shot Sound Event Localization and Detection
by: Shimada, Kazuki, et al.
Published: (2023)
by: Shimada, Kazuki, et al.
Published: (2023)
Exploring Meta Information for Audio-based Zero-shot Bird Classification
by: Gebhard, Alexander, et al.
Published: (2023)
by: Gebhard, Alexander, et al.
Published: (2023)
Towards Evaluating Generative Audio: Insights from Neural Audio Codec Embedding Distances
by: Biswas, Arijit, et al.
Published: (2025)
by: Biswas, Arijit, et al.
Published: (2025)
Domain-Incremental Learning for Audio Classification
by: Mulimani, Manjunath, et al.
Published: (2024)
by: Mulimani, Manjunath, et al.
Published: (2024)
RBA-FE: A Robust Brain-Inspired Audio Feature Extractor for Depression Diagnosis
by: Wu, Yu-Xuan, et al.
Published: (2025)
by: Wu, Yu-Xuan, et al.
Published: (2025)
On the Transferability of Large-Scale Self-Supervision to Few-Shot Audio Classification
by: Heggan, Calum, et al.
Published: (2024)
by: Heggan, Calum, et al.
Published: (2024)
Temporal Pooling Strategies for Training-Free Anomalous Sound Detection with Self-Supervised Audio Embeddings
by: Wilkinghoff, Kevin, et al.
Published: (2026)
by: Wilkinghoff, Kevin, et al.
Published: (2026)
Speech Separation using Neural Audio Codecs with Embedding Loss
by: Yip, Jia Qi, et al.
Published: (2024)
by: Yip, Jia Qi, et al.
Published: (2024)
Few-shot Personalization via In-Context Learning for Speech Emotion Recognition based on Speech-Language Model
by: Ihori, Mana, et al.
Published: (2025)
by: Ihori, Mana, et al.
Published: (2025)
Evaluating the Effectiveness of Pre-Trained Audio Embeddings for Classification of Parkinson's Disease Speech Data
by: Postma, Emmy, et al.
Published: (2025)
by: Postma, Emmy, et al.
Published: (2025)
Correlation of Fréchet Audio Distance With Human Perception of Environmental Audio Is Embedding Dependant
by: Tailleur, Modan, et al.
Published: (2024)
by: Tailleur, Modan, et al.
Published: (2024)
Attention-Based Audio Embeddings for Query-by-Example
by: Singh, Anup, et al.
Published: (2022)
by: Singh, Anup, et al.
Published: (2022)
TAME: Temporal Audio-based Mamba for Enhanced Drone Trajectory Estimation and Classification
by: Xiao, Zhenyuan, et al.
Published: (2024)
by: Xiao, Zhenyuan, et al.
Published: (2024)
OpenBEATs: A Fully Open-Source General-Purpose Audio Encoder
by: Bharadwaj, Shikhar, et al.
Published: (2025)
by: Bharadwaj, Shikhar, et al.
Published: (2025)
Plug-and-Steer: Decoupling Separation and Selection in Audio-Visual Target Speaker Extraction
by: Kwak, Doyeop, et al.
Published: (2026)
by: Kwak, Doyeop, et al.
Published: (2026)
Experimental Study: Enhancing Voice Spoofing Detection Models with wav2vec 2.0
by: Kang, Taein, et al.
Published: (2024)
by: Kang, Taein, et al.
Published: (2024)
Evaluating Pretrained General-Purpose Audio Representations for Music Genre Classification
by: Rai, Kashish, et al.
Published: (2026)
by: Rai, Kashish, et al.
Published: (2026)
SoundCollage: Automated Discovery of New Classes in Audio Datasets
by: Choi, Ryuhaerang, et al.
Published: (2024)
by: Choi, Ryuhaerang, et al.
Published: (2024)
Robust Audio Tagging under Class-wise Supervision Unreliability
by: Hou, Yuanbo, et al.
Published: (2026)
by: Hou, Yuanbo, et al.
Published: (2026)
Experimental Results of Underwater Sound Speed Profile Inversion by Few-shot Multi-task Learning
by: Huang, Wei, et al.
Published: (2023)
by: Huang, Wei, et al.
Published: (2023)
MiMo-Audio: Audio Language Models are Few-Shot Learners
by: Core Team, et al.
Published: (2025)
by: Core Team, et al.
Published: (2025)
SpeakerRPL v2: Robust Open-set Speaker Identification through Enhanced Few-shot Foundation Tuning and Model Fusion
by: Chen, Zhiyong, et al.
Published: (2026)
by: Chen, Zhiyong, et al.
Published: (2026)
Towards Privacy-Preserving Audio Classification Systems
by: Chhaglani, Bhawana, et al.
Published: (2024)
by: Chhaglani, Bhawana, et al.
Published: (2024)
Angular Distance Distribution Loss for Audio Classification
by: Almudévar, Antonio, et al.
Published: (2024)
by: Almudévar, Antonio, et al.
Published: (2024)
PAT: Parameter-Free Audio-Text Aligner to Boost Zero-Shot Audio Classification
by: Seth, Ashish, et al.
Published: (2024)
by: Seth, Ashish, et al.
Published: (2024)
Similar Items
-
Fully Few-shot Class-incremental Audio Classification Using Expandable Dual-embedding Extractor
by: Si, Yongjie, et al.
Published: (2024) -
Low-Complexity Acoustic Scene Classification Using Parallel Attention-Convolution Network
by: Li, Yanxiong, et al.
Published: (2024) -
Generalizable Audio Deepfake Detection via Hierarchical Structure Learning and Feature Whitening in Poincaré sphere
by: Yang, Mingru, et al.
Published: (2025) -
Towards Robust Few-shot Class Incremental Learning in Audio Classification using Contrastive Representation
by: Singh, Riyansha, et al.
Published: (2024) -
UniAudio 1.5: Large Language Model-driven Audio Codec is A Few-shot Audio Task Learner
by: Yang, Dongchao, et al.
Published: (2024)