0% Complete
صفحه اصلی
/
سی و یکمین کنفرانس بین المللی مهندسی برق
Speech Emotion Recognition Using Transfer Learning and Self-Supervised Speech Representation Learning
نویسندگان :
Marziye Azad
1
Babak Nasersharif
2
1- دانشگاه صنعتی خواجه نصیرالدین طوسی
2- دانشگاه صنعتی خواجه نصیرالدین طوسی
کلمات کلیدی :
HuBERT،Conformer،self-supervised learning،speech emotion recognition
چکیده :
Self-supervised speech representation learning (S3RL) models like wav2vec2.0, Hidden-unit BERT (HuBERT), and WavLM are trained with a great amount of speech data and subsequently give a general purpose speech representation that then needs to be finetuned for different speech processing tasks like ASR. Despite these models’ good performance, they suffer from massive structures and a great number of parameters which makes their finetuning inapplicable for low-resource tasks like speech emotion recognition. In this paper, a small model is proposed for speech emotion recognition based on the Hubert model by transferring the Hubert convolutional feature encoder and substituting all of its transformers with a simple conformer block. Then this simple model is trained with emotional speech signals. The experimental results demonstrate that the proposed model has comparable results with other well-performing S3RL models.
لیست مقالات
لیست مقالات بایگانی شده
Network-based functional connectivity in MDD with suicide ideation before and after TMS: An fMRI case study
Moslem Khafi - Morteza Fattahi - Hamid Soltanian-Zadeh - Reza Rostami
Evaluation of Blood Bilirubin via Visible Light Waves
Reyhane Zarei - Mousa Shamsi - Amin Eidi
Design and implementation of a light box to measure the dimensions of objects
Mohammad Imani - Amir Mousavinia - Behruz Nasihatkon
Improving the Performance of Unified Power Quality Conditioner Using Interval Type 2 Fuzzy Control
Farzad Rastegar - Zohreh Paydar
مدلسازی محدودیت های عملی سیستم های ترکیبی انرژی الکتریکی- حرارتی با استفاده از تبدیلات پیشرفته برنامهریزی ریاضی
ریحانه حسن آبادی - حسین شریف زاده
Safe Cooperative Control of Non-Holonomic Mobile Manipulators
Zahra Kashi - Nargess Sadeghzadeh-Nokhodberiz
Design and Implementation of CAN Bus Monitoring Module for Lithium Battery Management System
Shakila Kazempourdizaji - Amir Mohammad Moazami Goudarzi - Majid Shalchian
A Novel Generation Shedding Procedure for Power Management System in Industrial Power Plants
Erfan Asadi - Hamid Khoshkhoo - Ali Parizad
Refractive Index Sensor Based on Photonic Crystal Nanocavities
Mohammad Zargarzadeh - Mohammad Hasan Yavari - Mohammad Heydari - Mohammad Hasan Rezaei
Design Investigation of a Broadband Polarization Rotator Using SIW Technology with T-Shaped Slots
Amin Azimi - Mohammad.H Neshati
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.3.2