Efficient Finetuning for Dimensional Speech Emotion Recognition in the Age of Transformers
Fuente:
arXiv
Saved in:
| Main Authors: | Sampath, Aneesha, Tavernor, James, Provost, Emily Mower |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
More Similar than Dissimilar: Modeling Annotators for Cross-Corpus Speech Emotion Recognition
by: Tavernor, James, et al.
Published: (2025)
by: Tavernor, James, et al.
Published: (2025)
Beyond Binary: Multiclass Paraphasia Detection with Generative Pretrained Transformers and End-to-End Models
by: Perez, Matthew, et al.
Published: (2024)
by: Perez, Matthew, et al.
Published: (2024)
The Whole Is Bigger Than the Sum of Its Parts: Modeling Individual Annotators to Capture Emotional Variability
by: Tavernor, James, et al.
Published: (2024)
by: Tavernor, James, et al.
Published: (2024)
Persian Speech Emotion Recognition by Fine-Tuning Transformers
by: Shayaninasab, Minoo, et al.
Published: (2024)
by: Shayaninasab, Minoo, et al.
Published: (2024)
Toward Efficient Speech Emotion Recognition via Spectral Learning and Attention
by: Lee, HyeYoung, et al.
Published: (2025)
by: Lee, HyeYoung, et al.
Published: (2025)
Color-based Emotion Representation for Speech Emotion Recognition
by: Nagase, Ryotaro, et al.
Published: (2026)
by: Nagase, Ryotaro, et al.
Published: (2026)
Searching for Effective Preprocessing Method and CNN-based Architecture with Efficient Channel Attention on Speech Emotion Recognition
by: Kim, Byunggun, et al.
Published: (2024)
by: Kim, Byunggun, et al.
Published: (2024)
ABHINAYA -- A System for Speech Emotion Recognition In Naturalistic Conditions Challenge
by: Dutta, Soumya, et al.
Published: (2025)
by: Dutta, Soumya, et al.
Published: (2025)
Breaking Resource Barriers in Speech Emotion Recognition via Data Distillation
by: Chang, Yi, et al.
Published: (2024)
by: Chang, Yi, et al.
Published: (2024)
Learning Physiology-Informed Vocal Spectrotemporal Representations for Speech Emotion Recognition
by: Zhang, Xu, et al.
Published: (2026)
by: Zhang, Xu, et al.
Published: (2026)
Active Learning with Task Adaptation Pre-training for Speech Emotion Recognition
by: Li, Dongyuan, et al.
Published: (2024)
by: Li, Dongyuan, et al.
Published: (2024)
Towards Unified Music Emotion Recognition across Dimensional and Categorical Models
by: Kang, Jaeyong, et al.
Published: (2025)
by: Kang, Jaeyong, et al.
Published: (2025)
Unifying Speech Recognition, Synthesis and Conversion with Autoregressive Transformers
by: Cai, Runyuan, et al.
Published: (2026)
by: Cai, Runyuan, et al.
Published: (2026)
Improvement and Implementation of a Speech Emotion Recognition Model Based on Dual-Layer LSTM
by: Yang, Xiaoran, et al.
Published: (2024)
by: Yang, Xiaoran, et al.
Published: (2024)
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition
by: Schrüfer, Oliver, et al.
Published: (2024)
by: Schrüfer, Oliver, et al.
Published: (2024)
Speech Emotion Recognition Using MFCC Features and LSTM-Based Deep Learning Model
by: Oluwademilade, Adelekun, et al.
Published: (2026)
by: Oluwademilade, Adelekun, et al.
Published: (2026)
Explaining Deep Learning Embeddings for Speech Emotion Recognition by Predicting Interpretable Acoustic Features
by: Dixit, Satvik, et al.
Published: (2024)
by: Dixit, Satvik, et al.
Published: (2024)
EmoSphere-SER: Enhancing Speech Emotion Recognition Through Spherical Representation with Auxiliary Classification
by: Cho, Deok-Hyeon, et al.
Published: (2025)
by: Cho, Deok-Hyeon, et al.
Published: (2025)
Cross-Corpus Validation of Speech Emotion Recognition in Urdu using Domain-Knowledge Acoustic Features
by: Talpur, Unzela, et al.
Published: (2025)
by: Talpur, Unzela, et al.
Published: (2025)
Multi-Loss Learning for Speech Emotion Recognition with Energy-Adaptive Mixup and Frame-Level Attention
by: Wang, Cong, et al.
Published: (2025)
by: Wang, Cong, et al.
Published: (2025)
Enhancing Speech Emotion Recognition through Segmental Average Pooling of Self-Supervised Learning Features
by: Hyeon, Jonghwan, et al.
Published: (2024)
by: Hyeon, Jonghwan, et al.
Published: (2024)
MFHCA: Enhancing Speech Emotion Recognition Via Multi-Spatial Fusion and Hierarchical Cooperative Attention
by: Jiao, Xinxin, et al.
Published: (2024)
by: Jiao, Xinxin, et al.
Published: (2024)
MSAC: Multiple Speech Attribute Control Method for Reliable Speech Emotion Recognition
by: Pan, Yu, et al.
Published: (2023)
by: Pan, Yu, et al.
Published: (2023)
Amplifying Emotional Signals: Data-Efficient Deep Learning for Robust Speech Emotion Recognition
by: Vu, Tai
Published: (2025)
by: Vu, Tai
Published: (2025)
Parameter Efficient Finetuning for Speech Emotion Recognition and Domain Adaptation
by: Lashkarashvili, Nineli, et al.
Published: (2024)
by: Lashkarashvili, Nineli, et al.
Published: (2024)
Leveraging Speech PTM, Text LLM, and Emotional TTS for Speech Emotion Recognition
by: Ma, Ziyang, et al.
Published: (2023)
by: Ma, Ziyang, et al.
Published: (2023)
GMP-TL: Gender-augmented Multi-scale Pseudo-label Enhanced Transfer Learning for Speech Emotion Recognition
by: Pan, Yu, et al.
Published: (2024)
by: Pan, Yu, et al.
Published: (2024)
TinyML for Speech Recognition
by: Barovic, Andrew, et al.
Published: (2025)
by: Barovic, Andrew, et al.
Published: (2025)
Emotional Text-To-Speech Based on Mutual-Information-Guided Emotion-Timbre Disentanglement
by: Yang, Jianing, et al.
Published: (2025)
by: Yang, Jianing, et al.
Published: (2025)
Imperceptible Rhythm Backdoor Attacks: Exploring Rhythm Transformation for Embedding Undetectable Vulnerabilities on Speech Recognition
by: Yao, Wenhan, et al.
Published: (2024)
by: Yao, Wenhan, et al.
Published: (2024)
MSP-Podcast SER Challenge 2024: L'antenne du Ventoux Multimodal Self-Supervised Learning for Speech Emotion Recognition
by: Duret, Jarod, et al.
Published: (2024)
by: Duret, Jarod, et al.
Published: (2024)
EmoSpeech: A Corpus of Emotionally Rich and Contextually Detailed Speech Annotations
by: Bian, Weizhen, et al.
Published: (2024)
by: Bian, Weizhen, et al.
Published: (2024)
Clustering and Mining Accented Speech for Inclusive and Fair Speech Recognition
by: Kim, Jaeyoung, et al.
Published: (2024)
by: Kim, Jaeyoung, et al.
Published: (2024)
EmoSphere-TTS: Emotional Style and Intensity Modeling via Spherical Emotion Vector for Controllable Emotional Text-to-Speech
by: Cho, Deok-Hyeon, et al.
Published: (2024)
by: Cho, Deok-Hyeon, et al.
Published: (2024)
Leveraging Label Potential for Enhanced Multimodal Emotion Recognition
by: Shao, Xuechun, et al.
Published: (2025)
by: Shao, Xuechun, et al.
Published: (2025)
EmoSphere++: Emotion-Controllable Zero-Shot Text-to-Speech via Emotion-Adaptive Spherical Vector
by: Cho, Deok-Hyeon, et al.
Published: (2024)
by: Cho, Deok-Hyeon, et al.
Published: (2024)
EmoAttack: Utilizing Emotional Voice Conversion for Speech Backdoor Attacks on Deep Speech Classification Models
by: Yao, Wenhan, et al.
Published: (2024)
by: Yao, Wenhan, et al.
Published: (2024)
Speech Recognition-based Feature Extraction for Enhanced Automatic Severity Classification in Dysarthric Speech
by: Choi, Yerin, et al.
Published: (2024)
by: Choi, Yerin, et al.
Published: (2024)
Semi-Supervised Self-Learning Enhanced Music Emotion Recognition
by: Sun, Yifu, et al.
Published: (2024)
by: Sun, Yifu, et al.
Published: (2024)
Disentangled Dual-Branch Graph Learning for Conversational Emotion Recognition
by: Guo, Chengling, et al.
Published: (2026)
by: Guo, Chengling, et al.
Published: (2026)
Similar Items
-
More Similar than Dissimilar: Modeling Annotators for Cross-Corpus Speech Emotion Recognition
by: Tavernor, James, et al.
Published: (2025) -
Beyond Binary: Multiclass Paraphasia Detection with Generative Pretrained Transformers and End-to-End Models
by: Perez, Matthew, et al.
Published: (2024) -
The Whole Is Bigger Than the Sum of Its Parts: Modeling Individual Annotators to Capture Emotional Variability
by: Tavernor, James, et al.
Published: (2024) -
Persian Speech Emotion Recognition by Fine-Tuning Transformers
by: Shayaninasab, Minoo, et al.
Published: (2024) -
Toward Efficient Speech Emotion Recognition via Spectral Learning and Attention
by: Lee, HyeYoung, et al.
Published: (2025)