Cover Image

Learning More with Less: Self-Supervised Approaches for Low-Resource Speech Emotion Recognition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gong, Ziwei, Shi, Pengyuan, Donbekci, Kaan, Ai, Lin, Chen, Run, Sasu, David, Wu, Zehui, Hirschberg, Julia
Format:	Preprint
Published:	2025
Subjects:	Sound Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Beyond Silent Letters: Amplifying LLMs in Emotion Recognition with Vocal Nuances
by: Wu, Zehui, et al.
Published: (2024)

Akan Cinematic Emotions (ACE): A Multimodal Multi-party Dataset for Emotion Recognition in Movie Dialogues
by: Sasu, David, et al.
Published: (2025)

Huntington Disease Automatic Speech Recognition with Biomarker Supervision
by: Wang, Charles L., et al.
Published: (2026)

EmoKnob: Enhance Voice Cloning with Fine-Grained Emotion Control
by: Chen, Haozhe, et al.
Published: (2024)

TRNet: Two-level Refinement Network leveraging Speech Enhancement for Noise Robust Speech Emotion Recognition
by: Chen, Chengxin, et al.
Published: (2024)

Pitch Accent Detection improves Pretrained Automatic Speech Recognition
by: Sasu, David, et al.
Published: (2025)

Comparative Evaluation of Expressive Japanese Character Text-to-Speech with VITS and Style-BERT-VITS2
by: Rackauckas, Zackary, et al.
Published: (2025)

AC-Mix: Self-Supervised Adaptation for Low-Resource Automatic Speech Recognition using Agnostic Contrastive Mixup
by: Carvalho, Carlos, et al.
Published: (2024)

Improving Speech Emotion Recognition in Under-Resourced Languages via Speech-to-Speech Translation with Bootstrapping Data Selection
by: Lin, Hsi-Che, et al.
Published: (2024)

Detecting Mental Manipulation in Speech via Synthetic Multi-Speaker Dialogue
by: Chen, Run, et al.
Published: (2026)

End-to-End Integration of Speech Emotion Recognition with Voice Activity Detection using Self-Supervised Learning Features
by: Yamashita, Natsuo, et al.
Published: (2024)

Enhancing Speech Emotion Recognition through Segmental Average Pooling of Self-Supervised Learning Features
by: Hyeon, Jonghwan, et al.
Published: (2024)

Less is More: Accurate Speech Recognition & Translation without Web-Scale Data
by: Puvvada, Krishna C., et al.
Published: (2024)

Multi-Channel Speech Enhancement for Cocktail Party Speech Emotion Recognition
by: Chen, Youjun, et al.
Published: (2026)

Soundwave: Less is More for Speech-Text Alignment in LLMs
by: Zhang, Yuhao, et al.
Published: (2025)

Semantic-Emotional Resonance Embedding: A Semi-Supervised Paradigm for Cross-Lingual Speech Emotion Recognition
by: Zhao, Ya, et al.
Published: (2026)

Measuring Entrainment in Spontaneous Code-switched Speech
by: Bhattacharya, Debasmita, et al.
Published: (2023)

Less is More: Data Curation Matters in Scaling Speech Enhancement
by: Li, Chenda, et al.
Published: (2025)

Layer-Wise Analysis of Self-Supervised Acoustic Word Embeddings: A Study on Speech Emotion Recognition
by: Saliba, Alexandra, et al.
Published: (2024)

Emotion-Aware Speech Self-Supervised Representation Learning with Intensity Knowledge
by: Liu, Rui, et al.
Published: (2024)

MultiPA: A Multi-task Speech Pronunciation Assessment Model for Open Response Scenarios
by: Chen, Yu-Wen, et al.
Published: (2023)

Leveraging Self-Supervised Models for Automatic Whispered Speech Recognition
by: Farhadipour, Aref, et al.
Published: (2024)

GigaAM: Efficient Self-Supervised Learner for Speech Recognition
by: Kutsakov, Aleksandr, et al.
Published: (2025)

Perturbation Self-Supervised Representations for Cross-Lingual Emotion TTS: Stage-Wise Modeling of Emotion and Speaker
by: Gong, Cheng, et al.
Published: (2025)

MSF-SER: Enriching Acoustic Modeling with Multi-Granularity Semantics for Speech Emotion Recognition
by: Li, Haoxun, et al.
Published: (2025)

Multilingual Zero Resource Speech Recognition Base on Self-Supervise Pre-Trained Acoustic Models
by: Wang, Haoyu, et al.
Published: (2022)

Transliterated Zero-Shot Domain Adaptation for Automatic Speech Recognition
by: Zhu, Han, et al.
Published: (2024)

Say More with Less: Variable-Frame-Rate Speech Tokenization via Adaptive Clustering and Implicit Duration Coding
by: Zheng, Rui-Chen, et al.
Published: (2025)

Cross-Lingual Speech Emotion Recognition: Humans vs. Self-Supervised Models
by: Han, Zhichen, et al.
Published: (2024)

Exploring Self-Supervised Multi-view Contrastive Learning for Speech Emotion Recognition with Limited Annotations
by: Khaertdinov, Bulat, et al.
Published: (2024)

Bridging ASR and LLMs for Dysarthric Speech Recognition: Benchmarking Self-Supervised and Generative Approaches
by: Aboeitta, Ahmed, et al.
Published: (2025)

Investigation of Deep Neural Network Acoustic Modelling Approaches for Low Resource Accented Mandarin Speech Recognition
by: Xie, Xurong, et al.
Published: (2022)

AmbER$^2$: Dual Ambiguity-Aware Emotion Recognition Applied to Speech and Text
by: Wu, Jingyao, et al.
Published: (2026)

Breaking Resource Barriers in Speech Emotion Recognition via Data Distillation
by: Chang, Yi, et al.
Published: (2024)

Zero Shot Text to Speech Augmentation for Automatic Speech Recognition on Low-Resource Accented Speech Corpora
by: Nespoli, Francesco, et al.
Published: (2024)

More Similar than Dissimilar: Modeling Annotators for Cross-Corpus Speech Emotion Recognition
by: Tavernor, James, et al.
Published: (2025)

Crab: Multi Layer Contrastive Supervision to Improve Speech Emotion Recognition Under Both Acted and Natural Speech Condition
by: Ueda, Lucas H., et al.
Published: (2026)

Semi-Supervised Self-Learning Enhanced Music Emotion Recognition
by: Sun, Yifu, et al.
Published: (2024)

Quantize More, Lose Less: Autoregressive Generation from Residually Quantized Speech Representations
by: Han, Yichen, et al.
Published: (2025)

Speech Emotion Recognition with ASR Integration
by: Li, Yuanchao
Published: (2026)