کنفرانس مهندسی برق ایران

صفحه اصلی / سی و سومین کنفرانس بین المللی مهندسی برق

Dual-Branch Cross-Parallel Transformer Model for Single-Channel Speech Enhancement

نویسندگان :

Mohammad Hakimkhah¹ Rahil Mahdian Toroghi² Hassan Zareian³

1- Iran Broadcasting University 2- Iran Broadcasting University 3- Iran Broadcasting University

کلمات کلیدی :

Speech enhancement،Single microphone،Crossparallel Transformer،Dual branch

چکیده :

In this paper, a dual-branch parallel structure is proposed for single-channel speech enhancement, consisting of a Magnitude Mask Branch (MMB) and a Complex Mapping Branch (CMB) utilizing a Cross-Parallel Transformer (CPT) in the time-frequency domain. The CPT effectively captures longterm dependencies along time and frequency axes, extracting time-frequency-related features by integrating their information. The MMB estimates the spectral magnitude, while the CMB compensates for lost spectral details and implicitly extracts phase information. The approach is evaluated on the public VoiceBank+DEMAND dataset. The proposed Dual-Branch Cross- Parallel Transformer Neural Network (DB-CPTNN) achieves superior results compared to SOTA models. Specifically, the model attains PESQ, STOI, SSNR, CSIG, CBAK, and COVL scores of 3.37, 95.9%, 10.58, 4.71, 3.89, and 4.15, respectively, outperforming state-of-the-art (SOTA) benchmarks.

لیست مقالات

لیست مقالات بایگانی شده

Evaluation of Different Connectivity Methods for Obsessive Compulsive Disorder Diagnosis

Samandokht Rashidi - Amin Abdipourasl - Fatemeh Jamaloo - Reza Rostami

Joint User Association and UAV Location Optimization for Two-Tired Visible Light Communication Networks

Alireza Qazavi - Foroogh Sadat Tabataba - Mehdi Naderi Soorki

Enhanced the Droop Approach MMC-Based in AC Microgrids

Amirhossein Fallah Bagheri - Hamid Reza Baghaee - Ali Yazdian Varjani - Kourosh Khalaj Monfared - Reza Alizadeh

Smartly, reduce the latency of high-priority vehicles using IoT technology

Mahdi Talebi - Masoud Sabaei

Improved Model Predictive Control for the Three-Phase Grid-Connected Split-Source Inverter

Seyed Hamid Montazeri - Jafar Milimonfared - MohammadReza Zolghadri

Non-pharmacological interventions for Covid-19 new variants with fractional order fuzzy type-2 PID

Hadi Delavari - Amir Veisi - Maryam Ranjbaran

Transfer learning using deep convolutional neural network for predicting dementia severity

Vahid Asayesh - Mehdi Dehghani - Majid Torabi Nikjeh - Sepideh Akhtari khosrowshahi

A new double rotor switched reluctance motor aiming at average torque improvement

Reza Rezaei - Seyed Reza Mousavi Aghdam

بکارگیری یادگیری عمیق در ارزیابی به هنگام پایداری ولتاژ کوتاه مدت با استفاده از داده های اندازه گیری فازوری

امیرحسین باباعلی - محمدتقی عاملی

40Hz Auditory Entrainment Promotes Synchronization Between Frontal and Parietal Regions of the Brain

Mojtaba Lahijanian - Hamid Aghajan

بیشتر

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