Position-invariant Fine-tuning of Speech Enhancement Models with Self-supervised Speech Representations
Fuente:
arXiv
Saved in:
| Main Authors: | Meghanani, Amit, Hain, Thomas |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations
by: Meghanani, Amit, et al.
Published: (2024)
by: Meghanani, Amit, et al.
Published: (2024)
LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks
by: Meghanani, Amit, et al.
Published: (2024)
by: Meghanani, Amit, et al.
Published: (2024)
Improving Acoustic Word Embeddings through Correspondence Training of Self-supervised Speech Representations
by: Meghanani, Amit, et al.
Published: (2024)
by: Meghanani, Amit, et al.
Published: (2024)
Fast Word Error Rate Estimation Using Self-Supervised Representations for Speech and Text
by: Park, Chanho, et al.
Published: (2023)
by: Park, Chanho, et al.
Published: (2023)
Improving Accented Speech Recognition using Data Augmentation based on Unsupervised Text-to-Speech Synthesis
by: Do, Cong-Thanh, et al.
Published: (2024)
by: Do, Cong-Thanh, et al.
Published: (2024)
Automatic Speech Recognition System-Independent Word Error Rate Estimation
by: Park, Chanho, et al.
Published: (2024)
by: Park, Chanho, et al.
Published: (2024)
Self-supervised Speech Representations Still Struggle with African American Vernacular English
by: Chang, Kalvin, et al.
Published: (2024)
by: Chang, Kalvin, et al.
Published: (2024)
SSHR: Leveraging Self-supervised Hierarchical Representations for Multilingual Automatic Speech Recognition
by: Xue, Hongfei, et al.
Published: (2023)
by: Xue, Hongfei, et al.
Published: (2023)
Using Speech Foundational Models in Loss Functions for Hearing Aid Speech Enhancement
by: Sutherland, Robert, et al.
Published: (2024)
by: Sutherland, Robert, et al.
Published: (2024)
Revisiting Self-supervised Learning of Speech Representation from a Mutual Information Perspective
by: Liu, Alexander H., et al.
Published: (2024)
by: Liu, Alexander H., et al.
Published: (2024)
Hallucination in Perceptual Metric-Driven Speech Enhancement Networks
by: Close, George, et al.
Published: (2024)
by: Close, George, et al.
Published: (2024)
Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models
by: Fan, Ruchao, et al.
Published: (2024)
by: Fan, Ruchao, et al.
Published: (2024)
Less Forgetting for Better Generalization: Exploring Continual-learning Fine-tuning Methods for Speech Self-supervised Representations
by: Zaiem, Salah, et al.
Published: (2024)
by: Zaiem, Salah, et al.
Published: (2024)
AV2Wav: Diffusion-Based Re-synthesis from Continuous Self-supervised Features for Audio-Visual Speech Enhancement
by: Chou, Ju-Chieh, et al.
Published: (2023)
by: Chou, Ju-Chieh, et al.
Published: (2023)
Improving the Inclusivity of Dutch Speech Recognition by Fine-tuning Whisper on the JASMIN-CGN Corpus
by: Shekoufandeh, Golshid, et al.
Published: (2025)
by: Shekoufandeh, Golshid, et al.
Published: (2025)
Self-supervised Speech Models for Word-Level Stuttered Speech Detection
by: Shih, Yi-Jen, et al.
Published: (2024)
by: Shih, Yi-Jen, et al.
Published: (2024)
Enhancing Few-shot Keyword Spotting Performance through Pre-Trained Self-supervised Speech Models
by: Gok, Alican, et al.
Published: (2025)
by: Gok, Alican, et al.
Published: (2025)
Improving Multilingual Speech Models on ML-SUPERB 2.0: Fine-tuning with Data Augmentation and LID-Aware CTC
by: Wang, Qingzheng, et al.
Published: (2025)
by: Wang, Qingzheng, et al.
Published: (2025)
VoxEmo: Benchmarking Speech Emotion Recognition with Speech LLMs
by: Zhang, Hezhao, et al.
Published: (2026)
by: Zhang, Hezhao, et al.
Published: (2026)
Exploring Effective Distillation of Self-Supervised Speech Models for Automatic Speech Recognition
by: Wang, Yujin, et al.
Published: (2022)
by: Wang, Yujin, et al.
Published: (2022)
Convexity-based Pruning of Speech Representation Models
by: Dorszewski, Teresa, et al.
Published: (2024)
by: Dorszewski, Teresa, et al.
Published: (2024)
Scaling Analysis of Interleaved Speech-Text Language Models
by: Maimon, Gallil, et al.
Published: (2025)
by: Maimon, Gallil, et al.
Published: (2025)
Do Discrete Self-Supervised Representations of Speech Capture Tone Distinctions?
by: Osakuade, Opeyemi, et al.
Published: (2024)
by: Osakuade, Opeyemi, et al.
Published: (2024)
Interface Design for Self-Supervised Speech Models
by: Shih, Yi-Jen, et al.
Published: (2024)
by: Shih, Yi-Jen, et al.
Published: (2024)
Task-Agnostic Structured Pruning of Speech Representation Models
by: Wang, Haoyu, et al.
Published: (2023)
by: Wang, Haoyu, et al.
Published: (2023)
TS-SUPERB: A Target Speech Processing Benchmark for Speech Self-Supervised Learning Models
by: Peng, Junyi, et al.
Published: (2025)
by: Peng, Junyi, et al.
Published: (2025)
STaR: Distilling Speech Temporal Relation for Lightweight Speech Self-Supervised Learning Models
by: Jang, Kangwook, et al.
Published: (2023)
by: Jang, Kangwook, et al.
Published: (2023)
SpeechGLUE: How Well Can Self-Supervised Speech Models Capture Linguistic Knowledge?
by: Ashihara, Takanori, et al.
Published: (2023)
by: Ashihara, Takanori, et al.
Published: (2023)
Textless Acoustic Model with Self-Supervised Distillation for Noise-Robust Expressive Speech-to-Speech Translation
by: Hwang, Min-Jae, et al.
Published: (2024)
by: Hwang, Min-Jae, et al.
Published: (2024)
Frontend Token Enhancement for Token-Based Speech Recognition
by: Ashihara, Takanori, et al.
Published: (2026)
by: Ashihara, Takanori, et al.
Published: (2026)
Psychoacoustic Challenges Of Speech Enhancement On VoIP Platforms
by: Konan, Joseph, et al.
Published: (2023)
by: Konan, Joseph, et al.
Published: (2023)
Children's Speech Recognition through Discrete Token Enhancement
by: Sukhadia, Vrunda N., et al.
Published: (2024)
by: Sukhadia, Vrunda N., et al.
Published: (2024)
SpeechTokenizer: Unified Speech Tokenizer for Speech Large Language Models
by: Zhang, Xin, et al.
Published: (2023)
by: Zhang, Xin, et al.
Published: (2023)
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image data
by: Wang, Hsuan-Fu, et al.
Published: (2024)
by: Wang, Hsuan-Fu, et al.
Published: (2024)
Adapting Self-Supervised Speech Representations for Cross-lingual Dysarthria Detection in Parkinson's Disease
by: Hernandez, Abner, et al.
Published: (2026)
by: Hernandez, Abner, et al.
Published: (2026)
Probing for Phonology in Self-Supervised Speech Representations: A Case Study on Accent Perception
by: Venkateswaran, Nitin, et al.
Published: (2025)
by: Venkateswaran, Nitin, et al.
Published: (2025)
Diffusion-Based Speech Enhancement with Joint Generative and Predictive Decoders
by: Shi, Hao, et al.
Published: (2023)
by: Shi, Hao, et al.
Published: (2023)
Configurable Multilingual ASR with Speech Summary Representations
by: Zhu, Harrison, et al.
Published: (2024)
by: Zhu, Harrison, et al.
Published: (2024)
Representation Purification for End-to-End Speech Translation
by: Zhang, Chengwei, et al.
Published: (2024)
by: Zhang, Chengwei, et al.
Published: (2024)
XLAVS-R: Cross-Lingual Audio-Visual Speech Representation Learning for Noise-Robust Speech Perception
by: Han, HyoJung, et al.
Published: (2024)
by: Han, HyoJung, et al.
Published: (2024)
Similar Items
-
SCORE: Self-supervised Correspondence Fine-tuning for Improved Content Representations
by: Meghanani, Amit, et al.
Published: (2024) -
LASER: Learning by Aligning Self-supervised Representations of Speech for Improving Content-related Tasks
by: Meghanani, Amit, et al.
Published: (2024) -
Improving Acoustic Word Embeddings through Correspondence Training of Self-supervised Speech Representations
by: Meghanani, Amit, et al.
Published: (2024) -
Fast Word Error Rate Estimation Using Self-Supervised Representations for Speech and Text
by: Park, Chanho, et al.
Published: (2023) -
Improving Accented Speech Recognition using Data Augmentation based on Unsupervised Text-to-Speech Synthesis
by: Do, Cong-Thanh, et al.
Published: (2024)