کنفرانس مهندسی برق ایران

صفحه اصلی / سی و یکمین کنفرانس بین المللی مهندسی برق

Speech Emotion Recognition Using Transfer Learning and Self-Supervised Speech Representation Learning

نویسندگان :

Marziye Azad¹ Babak Nasersharif²

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

Design and simulation of a surface acoustic wave based micro pressure sensor

Sohrab Ghasemi Bisheh - Mohammad Tahmasebipour - Fatemeh Anousheh

Optimized ANFIS-based Control Design Using Genetic Algorithm to Obtain the Vaccination and Isolation Rates for the COVID-19

Zohreh Abbasi - Mohsen Shafieirad - Amir Hossein Amiri Mehra - Iman Zamani

A New Coupled Inductor based Non-Isolated Dual Input Soft-Switching High Step-up DC-DC Converter

Amirreza Razavi Majarshin - Ebrahim Babaei - Mehran Sabahi

Comparison of Channel Selection Methods for EEG Signal Classification

Soraya Charkas - MohammadBagher Shamsollahi

Design and Electromagnetic Analysis of Brushless Salient Pole Switching Flux Synchronous Generator with DC Auxiliary Field Winding for Wind Energy Converter Systems

Seyed Hamed Bibak - Mohammad Hossein Mousavi - Moslem Geravandi

Jacobian matrix calculation in scattering from dielectric objects using semi-explicit MoM

Fatemeh Mandegari - Leila Ahmadi - Amir Ahmad Shishegar

Crypto Currency Price Prediction Using Preprocessed Scaled Inputs LSTM Model Enhanced by Improved Gray Wolf Optimization

Amir RabbaniParsa - Mahboobeh Hoshmand - Seyyed Abed Hosseini

A New Atrial Fibrillation Detection System with Noise Cancellation and Signal Annotation

Amirali Banaei Kashani - Bardia Baraeinejad - Mohammad Fakharzadeh

Service Restoration in Distribution Networks Based on a Two-stage Power Flow Model

Saman Armand - Jalal Heidary - Eli Shirazi

مرتب سازی اسپایک های عصبی با استخراج ویژگی مبتنی بر شبکه عمیق خود رمزگذار

شیدا معجونی - حسین حسینی نژاد محبتی - امین نیک انجام

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0