SANAZ SEYEDIN
Assistant Professor
Department of Electrical Engineering
Electronics
Department of Electrical Engineering
Electronics
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Email:
sseyedin
aut.ac.ir
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h-index (Scopus):
8
Citations (Scopus):
187
Educational Records
#
Degree/Major
University
City
Country
Graduation Date
1
B.S
Amirkabir University of Technology (Tehran Polytechnic)
Tehran
Iran
December 2001
2
Post-doctoral fellow
University of Sherbrooke
Sherbrooke, QC
Canada
June 2012
3
Ph.D
Amirkabir University of Technology (Tehran Polytechnic)
Tehran
Iran
October 2010
4
Visiting Research Student
Queen's University
Kingston, ON
Canada
October 2010
5
M.S
Iran University of Science and Technology
Tehran
Iran
September 2005
Supervised MSc Theses
#
Thesis title
By
Date
1
speech emotion recognition using deep neural networks based on reinforcement learning
Alireza Rahmati & Sanaz Seyedin
January 2024
2
Speech Emotion Recognition Using Autoencoder
Zahra Sharifzadeh Jafari & Sanaz Seyedin
January 2024
3
improving the design and implementation of block ciphers with random key generation algorithms based on biometric methods
Mohamadreza Roozbahani & Sanaz Seyedin
July 2023
4
Human action recognition in still images using Deep Networks
Seyed Rohollah Hosseyni & Sanaz Seyedin
March 2023
5
Smart phone based colorimetric detection of glucose for paper-based microfluidics sensor via machine learning
Solaleh Ghateii & Sanaz Seyedin
July 2022
6
Persian Text Summarization Using Deep Learning
Amirhossein Bayat & Sanaz Seyedin
February 2022
7
Speech emotion recognition with deep learning netwotks
Alireza Taherinavid & Sanaz Seyedin
February 2022
8
Open domain question answering system in the Persian language using deep learning
Seyedeh Melika Emami & Sanaz Seyedin
October 2021
9
Quality improvement of speech source separation methods by deep learning
Fatemeh Nourian Farkoosh & Sanaz Seyedin
October 2021
10
Designing an Ensemble Learning Model for Customer Churn
Nastaran Javani & Sanaz Seyedin
September 2021
11
Hand motions recognition from EMG signals recorded by dry and flexible electrodes
Maryam Fazeli & Sanaz Seyedin
September 2021
12
3D layout recovery from 360 images
Arian Sabaghi Khameneh & Sanaz Seyedin
August 2021
13
Speech Enhancement Based on Deep Learning Methods and the Evaluation of Using Complex Spectrum to Improve the Results
Mohammad Saeid Deylami & Sanaz Seyedin
July 2020
14
Speech Enhancement with deep learning methods using kernel decomposition techniques
Mohammad Mahdi Mirjalili & Sanaz Seyedin
June 2020
15
Robust voice activity detection using Neural Network
Iman Shahriari & Sanaz Seyedin
February 2020
16
Speech enhancement using nonnegative matrix factorization
Hamid Reza Asjodi Moghaddam & Sanaz Seyedin
February 2020
17
speech source separation using deep neural networks
Seyedmajid Noorani & Sanaz Seyedin
February 2020
18
Single-channel Speaker Extraction Based on Deep Learning
Haleh Damirchi & Sanaz Seyedin
February 2020
19
Human Activity Recognition using Fused Wearable Sensors and Social Media Based on Distributed Machine Learning on the Platform of Big Data
Alireza Keshavarzian & Sanaz Seyedin
February 2019
20
Speech emotion recognition based on appropriate kernel decomposition
Milad Lashkari & Sanaz Seyedin
October 2018
21
Noise reduction of speech signals using deep neural networks
Razieh Safari & Sanaz Seyedin
September 2017
Journal Papers
Portal Records
1
Matin Pashaian, Sanaz Seyedin, "Speech enhancement using Joint DNN-NMF model learned with multi-objective frequency differential spectrum loss function", IET SIGNAL PROCESSING, January 2024
Vol. 2024,
Num. 1,
Page 1-10,
January 2024,
2
Razieh Safari Dehnavi, Sanaz Seyedin, "NMF-based Improvement of DNN and LSTM Pre-Training for Speech Enhancement", International Journal of Information and Communication Technology(IJICT), September 2023
Vol. 15,
Num. 3,
Page 53-65,
September 2023,
3
Mohamadreza Roozbahani, Sanaz Seyedin, Bahram Rashidi, "A new method to generate a biometric encryption key based on a segmented fingerprint image", , June 2023
Vol. 10,
Num. 2,
Page 1-18,
June 2023,
4
Matin Pashaian, Sanaz Seyedin, S.M. Ahadi Sarkani, "A novel jointly-optimized cooperative DAE-DNN approach based on a new multi-target step-wise learning for speech enhancement", IEEE Access-OPEN, March 2023
Vol. 0,
Num. 0,
Page 0-0,
March 2023,
5
Ali Shahedi, Sanaz Seyedin, "ChatParse: A New Application for Persian Bourse Chatbot", International Journal of Information and Communication Technology(IJICT), March 2023
Vol. 15,
Num. 2,
Page 49-58,
March 2023,
6
Haleh Damirchi, Sanaz Seyedin, S.M. Ahadi Sarkani, "Improving the loss function efficiency for speaker extraction using psychoacoustic effects", APPLIED ACOUSTICS, December 2021
Vol. 183,
Num. 1,
Page 1-7,
December 2021,
7
Alireza Keshavarzian, Saeed Sharifian Khortoomi, Sanaz Seyedin, "Modified deep residual network architecture deployed on serverless framework of IoT platform based on human activity recognition application", FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, June 2019
Vol. 101,
Num. 0,
Page 14-28,
June 2019,
8
Nastaran Borjian, Ehsanollah Kabir, Sanaz Seyedin, Ellips Masehian, "A query-by-example music retrieval system using feature and decision fusion", MULTIMEDIA TOOLS AND APPLICATIONS, March 2018
Vol. 77,
Num. 5,
Page 6165-6169,
March 2018,
9
Mohammadali Azamian, Ehsanollah Kabir, Sanaz Seyedin, Ellips Masehian, "An Adaptive sparse algorithm for synthesizing note specific atoms by spectrum analysis, applied to music signal separation", ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING, May 2017
Vol. 17,
Num. 2,
Page 103-112,
May 2017,
10
Samira Mavaddati, S.M. Ahadi Sarkani, Sanaz Seyedin, "Speech enhancement using sparse dictionary learning in wavelet packet transform domain", COMPUTER SPEECH AND LANGUAGE, February 2017
Vol. 0,
Num. 0,
Page 0-0,
February 2017,
11
Hamed Riazati Seresht, S.M. Ahadi Sarkani, Sanaz Seyedin, "Spectro-temporal Power Spectrum Features for Noise Robust ASR", CIRCUITS SYSTEMS AND SIGNAL PROCESSING, November 2016
Vol. 35,
Num. 0,
Page 0-0,
November 2016,
12
Nastaran Borjian, Ehsanollah Kabir, Sanaz Seyedin, Ellips Masehian, "Query-by-example music retrieval using genre recognition to speed up the performance", Journal of Acoustical Engineering Society of Iran, September 2016
Vol. 4,
Num. 1,
Page 1-20,
September 2016,
13
Samira Mavaddati, S.M. Ahadi Sarkani, Sanaz Seyedin, "A Novel speech enhancement method by learnable sparse and low-rank decomposition and domain adaptation", SPEECH COMMUNICATION, February 2016
Vol. 76,
Num. 1,
Page 42-60,
February 2016,
Other Records
1
S. Mavaddati, S. M. Ahadi, S. Seyedin, "Modified coherence-based dictionary learning method for speech enhancement", IET Signal Processing, 2015
Vol. 9,
Num. 7,
Page 537-545,
2015,
September
2
S. Seyedin, S. Gazor, S. M. Ahadi, "On the distribution of Mel-filtered log-spectrum of Speech in additive noise", Speech Communication, 2015
Vol. 67,
Num. ,
Page 8-25,
2015,
March
3
S. Seyedin, S. M. Ahadi, S. Gazor, "New features using robust MVDR spectrum of filtered autocorrelation sequence for robust speech recognition", The Scientific World Journal, 2013
Vol. 2013,
Num. ,
Page 1-11,
2013,
December
4
S. Seyedin, S. M. Ahadi, "A New subband-weighted MVDR-based front-end for robust speech recognition", IEICE Transactions on Information and Systems, 2010
Vol. E93-D,
Num. 8,
Page 2252-2261,
2010,
August
Conference Papers
Portal Records
1
Mohammad Mahdi Mirjalili, Sanaz Seyedin, "Speech enhancement using NMF based on hierarchical deep neural networks with joint learning ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
2
Seyedmajid Noorani, Sanaz Seyedin, "Single channel speech source separation using hierarchical deep neural networks ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
3
Haleh Damirchi, Sanaz Seyedin, S.M. Ahadi Sarkani, "Speaker extraction using BLSTM optimized with a new loss function based on differentiated spectrum in frequency domain ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
4
Mohammad Saeid Deylami, Sanaz Seyedin, "Fusion of amplitude and complex domains based on deep neural networks for speech enhancement ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
5
Iman Shahriari, Sanaz Seyedin, S.M. Ahadi Sarkani, "Robust voice activity detection based on complementary BLSTM enhancement stage ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
6
Hamid Reza Asjodi Moghaddam, Sanaz Seyedin, "Modular NMF and DNN speech enhancement approach with update noise ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
7
Maryam Fazeli, Faranak Karimi, Vida Ramezanian, Amir Jahanshahi, Sanaz Seyedin, "Hand Motion Classification Using sEMG Signals Recorded from Dry and Wet Electrodes with Machine Learning ", 28th Iranian Conference on Electrical Engineering (ICEE), August 2020
8
Seyyed Mohammadali Dastgheib, Sanaz Seyedin, "Vessel segmentation in coloured retinal fundus images based on multi-scale analysis ", 4th Iranian Conference of Signal Processing and Intelligent Systems, December 2018
9
Sina Alisamir, S.M. Ahadi Sarkani, Sanaz Seyedin, "An end-to-end deep learning model to recognize Farsi speech from raw input ", 4th Iranian Conference of Signal Processing and Intelligent Systems, December 2018
10
Milad Lashkari, Sanaz Seyedin, "NMF-based cepstral features for speech emotion recognition ", 4th Iranian Conference of Signal Processing and Intelligent Systems, December 2018
11
Abolfazl Danayi, Sanaz Seyedin, "A novel algorithm based on time-frequency analysis for extracting melody from human whistling ", 4th Iranian Conference of Signal Processing and Intelligent Systems, December 2018
12
Mohammad Jazlaeiyan, Sanaz Seyedin, S.Ahmad Motamedi, "Enhanced brain inspired model for face categorization using mutual information maximization ", 25th Iranian Conference on Biomedical Engineering and 2018 3rd International Iranian Conference on Biomedical Engineering, November 2018
13
Mojtaba Bahrami, Sanaz Seyedin, "MMSE log-spectral amplitude estimation for single channel speech enhancement under speech presence uncertainty by Weibull speech priors ", 26th Iranian Conference on Electrical Engineering, May 2018
14
Razieh Safari, S.M. Ahadi Sarkani, Sanaz Seyedin, "Modular Dynamic Deep Denoising Autoencoder for Speech Enhancement ", 7th International Conference on Computer and Knowledge Engineering 2017, October 2017
15
Amin Amiri Hanzaei, Sanaz Seyedin, S.M. Ahadi Sarkani, "Multi-layer kullback-leibler based Complex NMF with LPC error Clustering for Blind Source Separation ", 7th International Conference on Computer and Knowledge Engineering, October 2017
16
Mehdi Rezaei, Sanaz Seyedin, "Robust image watermarking in wavelet domain using SVR ", 2nd International Conference on Signal Processing and Intelligent Systems, December 2016
Other Records
1
N. Borjian, E. Kabir, S. Seyedin, E. Masihi, "Music retrieval using Gaussian-Markov classifier", 4th Int. Conference on Acoustics and Vibration, 2014
2
S Seyedin, R. Pichevar, J. Rouat, "Discriminative sparse-based feature extraction and dictionary learning for sound classification applications", 11th Int. Conference on Information Science, Signal Processing and their Applications, 2012
3
S. Seyedin, S. M. Ahadi, "Robust MVDR-based feature extraction for speech recognition", 7th IEEE Int. Conference on Informations, Communications and Signal Processing, 2009
4
S. Seyedin, S. M. Ahadi, "Feature extraction based on DCT and MVDR spectral estimation for robust speech recognition", 9th IEEE Int. Conf. on Signal Processing (ICSP08), 2008
5
S. Seyedin, S. B. Shokouhi, "A new robust color coding technique for solving the correspondence problem and 3D reconstruction in structured light systems", 2nd IEEE Int. Conf. on Information & Communication Technologies: from theory to application, 2006
Awards & Honors
#
title
Date
1
First rank PhD Graduate, Electrical Engineering Department, Amirkabir University of Technology
Oct. 2010
2
First rank M.S. Graduate, Electrical Engineering Department,University of Science and Technology
Sep. 2005
3
First rank B.S. Graduate, Electrical Engineering Department, Amirkabir University of Technology
Dec. 2001
Professional Memberships
#
Professional memberships
Explanations
1
IEEE Senior Member
Taught Courses
#
Course title
Description
Headlines
Date
1
Machine Learning
How to construct algorithms and computer programs that automatically improve with experience. The goal of this course is to present the key algorithms and theories of machine learning
Spring 2024
2
Digital Signal Processing
Providing the students with the basic principles and methods in discrete-time signals and systems as well as signal processing techniques
Fall 2023
3
Introduction to Machine Learning
How to construct basic algorithms that automatically improve with experience. The goal of this course is to present the basic and fundamental algorithms and theories of machine learning
Fall 2023
4
Machine Learning
How to construct algorithms and computer programs that automatically improve with experience. The goal of this course is to present the key algorithms and theories of machine learning
Spring 2023
5
Logic Circuits
Presenting the basics of digital circuits, and learning the fundamental concepts used in their design
Spring 2023
6
Introduction to Machine Learning
How to construct basic algorithms that automatically improve with experience. The goal of this course is to present the basic and fundamental algorithms and theories of machine learning
Fall 2022
7
Digital Signal Processing
Providing the students with the basic principles and methods in discrete-time signals and systems as well as signal processing techniques
Fall 2022