Amirkabir University of Technology(Tehran Polytechnic)

REZA SAFABAKHSHProfessor Department of Computer Engineering Artificial Intelligent and Robotics

Email:safa aut.ac.ir

Phone:64542728

h-index (Scopus):21Citations (Scopus):1989

Research Interests

# Title Start date

1 Deep Learning

2 Reinforcement Learning

3 Computer Vision

Supervised PhD Theses

# Thesis title By Date

1 Variable Signature Modeling for Spectral Unmixing Ali Jafari & RezaSafabakhsh

November2016

2 Mathematical and Computational Modeling of the Interaction between theImmune and Nervous Systems

Hamed Malek & RezaSafabakhsh

November2015

3 Improved Particle Swarm Optimizers for Non-Stationary Environments Ahmad Nikababdi & RezaSafabakhsh

April 2012

4 NO TITLE] Peyman Adibi & RezaSafabakhsh

November2009

Supervised MSc Theses

# Thesis title By Date

1 Anomaly detection on time series using deep neural networks Javad Sheikh & RezaSafabakhsh

September2021

2 document summarization : a deep reinforcement learning approach Azadeh Fakhim & RezaSafabakhsh

February2021

3 Machin-learning-based Traffic Violation Detection in Urban Videos Farshad Mahvash Mohammadi& Reza Safabakhsh

February2021

4 Camoufrlaged Objects Detection and Tracking using Active Contoursand Neural Networks

Mohammadjavad Matinkia &Reza Safabakhsh

July 2020

5 lecture quality assessment using audience reaction Elaheh Mohammadreza & RezaSafabakhsh

September2019

6 Visual Question Answering using Deep Convolutional NeuralNetworks

Hesam Shokri Asri & RezaSafabakhsh

July 2019

7 Object Recognition using Evolutionary methods Mohammad Sohrabi Nasrabadi& Reza Safabakhsh

June 2019

8 Elderly Human Activity Recognition in Smart Indoor Environments Midiya Jahantabi & RezaSafabakhsh

July 2018

9 Text Localization in Urban Scenes using Deep Convolutional NeuralNetwork

Mitra Behzadi & RezaSafabakhsh

July 2018

10 Recognition of Printed Farsi Text in Usual Fonts Using DeepConvolutional Neural Networks

Saman Malek Ghasemian &Reza Safabakhsh

February2018

11 Automatic Image Captioning Using Deep Convolutional and RecurrentNeural Networks

Ahmad Asadi & RezaSafabakhsh

February2018

12 reading analog gauge with machine vision Mahta Javaheri & RezaSafabakhsh

October2017

13 teacher entry and exit recognition in smart class based on facedetection

Maryam Moshrefizadeh & RezaSafabakhsh

September2017

14 Motorcycles Detection and Tracking in Traffic images using aDeformable Part Model for Autonomous Vehicle

Ahmad Kaviani & RezaSafabakhsh

July 2017

15 Vehicle tracking in open areas images based on sparse representation Reza Naseri Saray & RezaSafabakhsh

March2017

16 Intelligent Vehicle Localization Using Machine Vision Ehsan Shojaedini & RezaSafabakhsh

February2017

17 a hybrid linear and nonlinear model for paper consumption prediction Seyedmojtaba Kargar & RezaSafabakhsh

October2016

18 Fingerprint recognition using convolutional neural networks Mohammad Hasan Safavian &Reza Safabakhsh

May 2016

19 Real-time Detection and localization of Traffic Panels and persian textin street-level Videos

Navid Khazaee Korghond &Reza Safabakhsh

February2016

20 Real-time Traffic Sign Detection and Recognition Mahsa Mirabdollahi Shams &Reza Safabakhsh

February2016

21 Traffic light detection for autonomous vehicles in urban environments Shima Jafarikaliji & RezaSafabakhsh

February2016

22 person Recognition at home based on face and body information withkinect

Shaghayegh Gharghabi & RezaSafabakhsh

February2015

23 monocular slam in robocup soccer fields Taher Abbas Shangary & RezaSafabakhsh

February2015

24 Recognition of multi font printed Farsi text using hidden Markovmodel and language model

Saeed Torabzadeh & RezaSafabakhsh

October2014

25 Human entry and exit detection and recognition in a Labratory Hassan Kian & RezaSafabakhsh

October2014

26 Vehicle detection an vehicle type determination in video Shiva Kamkar & RezaSafabakhsh

October2014

27 3D Coordinate Measurement of EF7 Cylinder Block Holes By MachineVision

Ali Saheli & Reza Safabakhsh October2014

28 Normal Chain of Connected-Component Contour (N4C) and itsapplication in Automatic Writer Identification

Alireza Zarei & RezaSafabakhsh

September2014

29 designing large scale recurrent neural networks with incrementallearning using PSO and reinforcement learning

Mojtaba Taherkhani & RezaSafabakhsh

September2014

30 Humam detection and tracking in crowded environments withocclusion

Sahar Rahmatian & RezaSafabakhsh

August2014

31 Facial modeling for efficient face recognition Nastaran Nourbakhsh Kaashki& Reza Safabakhsh

August2014

32 Simultaneous localization and mapping for unmanned aerial vehicle Ghazal Zand & RezaSafabakhsh

June 2014

33 uav landing using machine vision Simindokht Jahangard & RezaSafabakhsh

February2014

34 Partially Occluded pedestrian Detection Seyedeh Neelufar Payrovnaziri& Reza Safabakhsh

November2013

35 Automatic Detection and Recognition Of Farsi License Plates Helia Farhood & RezaSafabakhsh

September2013

36 human recognition based on ear shape Mina Shahriari & RezaSafabakhsh

July 2013

37 traffic lights control based on traffic flow and pedestrian volumeestimated from visual

Marjan Jalaly Moghaddam &Reza Safabakhsh

July 2013

38 writer identification and verification using local binary patterns Alireza Ghanbarian & RezaSafabakhsh

June 2013

39 blind steganalysis of jpeg images with neural networks Manoosh Farifteh Jahantigh &Reza Safabakhsh

May 2013

40 image segmentation using evolutioary multi objective clustering Pooya Parsa & RezaSafabakhsh

May 2013

41 time & attendance system based on face recognition Negin Harandi & RezaSafabakhsh

May 2013

42 vision -based real time obstacle detection and tracking in intelligentvehicles

Atena Sadat Kalaki & RezaSafabakhsh

June 2012

43 accident detection at intersections Arman Hosseinzadeh & RezaSafabakhsh

June 2012

44 Human head movement recognition and pose estimation Hamed Habibi Aghdam & RezaSafabakhsh

May 2012

45 d-3 object model construction using projection moire technique Arezoo Movaghar & RezaSafabakhsh

February2012

46 designing patterns to increase invisibility of objects in computer gamescenes

Arash Abdi Hejrandoost & RezaSafabakhsh

October2011

47 fusing face and gait biometriccs for video-based human identification Ahmad Babaeian Jelodar &Reza Safabakhsh

July 2011

48 enhancement of the growing hierarchical self-organizing networks Zahra Bahmanidehkordi & RezaSafabakhsh

June 2011

49 detection and registration of several drivung violations in a videosequence using neural networks

Afsane Ghasemi Ghale Bahmani& Reza Safabakhsh

June 2011

50 data mining and drug basket analysis Alireza Shirazi & RezaSafabakhsh

May 2011

51 crisis management based on geographic information systems Behnaz Mahmoodzadeh & RezaSafabakhsh

May 2011

52 enhancement of data hiding methods in spatial domain Kazem Ghazanfari & RezaSafabakhsh

October2010

53 Text-independent writer identification and verification on offlinehandwriting

Golnaz Ghiasi & RezaSafabakhsh

July 2010

54 a new method for non-stationary time series prediction Farideh Sharifnezhad & RezaSafabakhsh

July 2010

55 Tracking players and ball in indoor soccer game video sequence Soudeh Kasiri Bidhendi & RezaSafabakhsh

July 2009

56 Multi-objective optimization in sensor networks with learning methods Mohammad Rahimi & RezaSafabakhsh

July 2009

57 Design and evaluation of distributed intelligent camera network forobject tracking

Jenia Baghdanian & RezaSafabakhsh

July 2009

58 Face and ear biometric for human recognition Nasim Souly & RezaSafabakhsh

February2009

59 A multimodal biometric identification system based on iris andfingerprint biometrics

Hamed Kiani Galoogahi & RezaSafabakhsh

January2009

60 MODEL BASED HUMAN GAIT RECOGNITION Faezeh Tafazzoli & RezaSafabakhsh

May 2008

61 REAL-TIME HAND RECOGNITION IN HUMAN- COMPUTERINTERACTION

Seyednaser Nourashrafeddin &Reza Safabakhsh

March2008

62 arabic text recognition using neural network and hidden markovmodel in mobile window

Mojtaba Shafaghi & RezaSafabakhsh

March2008

63 MACROSCOPIC SIMULATION OF INTERACTIVE INTELLIGENT AGENT-BASED CONTROL TRAFFIC LIGHTS

Lobat Azizi & Reza Safabakhsh September2007

64 STUDY OF CONVERGENCE CHORACTERISTICS OF REINFORCEMENTLEARNING WITH FUNCTION APPROIMATION

Babak Behsaz & RezaSafabakhsh

July 2007

65 PALMPRINT IDENTIFICATION AND VERIFICATION WITH GABORFILTER AND PCA

Azadeh Ghandehari & RezaSafabakhsh

March2007

66 REIN FORCEMENT LEARNING USING TIME-ADAPTIVE SEM Hesam Montazeri & RezaSafabakhsh

January2007

67 DESIGN OF THE EVOLUTIONARY MODULAR NEURAL NETWORKS Ahmad Nikabadi & RezaSafabakhsh

January2007

68 MULTI-CAMERA MULTI-PEOPLE RACKING Mohammad Izadi & RezaSafabakhsh

July 2006

69 A SYSTEM FOR THE SEARCH, STORAGE AND RETRIEVAL OF HUMANFACE IMAGES

Narjesossadat Nourbakhsh &Reza Safabakhsh

May 2006

70 HUMAN LEUKOCYTE DETECTION IN NORMAL BLOOD MICROSCOPICIMAGES

Fatemeh Zamani & RezaSafabakhsh

May 2006

Books

# Title Author(s) Publishercountry

publicationdate

version

Portal Records

1 Deep Learning: Concepts and Architectureschapter: 4 The Encoder-Decoder Framework andIts Applications

Ahmad Asadi, Reza Safabakhsh Germany October2019

1

2 Swarm Intelligence Volume 1: Principles, currentalgorithms and methods

Ahmad Nikabadi, RezaSafabakhsh, Mohammad MehdiEbadzadeh

UnitedKingdom

July 2018 1

Journal Papers

Portal Records

1 , Tahmineh Hosseinian, Roghayeh Saeidi, S.Ahmad Motamedi, Mohammad Javad Abdollahifard, Reza Mansoori,Reza Safabakhsh, "KAZE-SAR: SAR Image Registration Using KAZE Detector and Modified SURF Descriptor forTackling Speckle Noise", IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, June 2021 Vol. -, Num. 0,Page 1-12, June 2021,

2 Elaheh Mohammadreza, Reza Safabakhsh, "Lecture quality assessment based on the audience reactions usingmachine learning and neural networks", Computers and Education: Artificial Intelligence, May 2021 Vol. 2, Num. 1,Page 1-10, May 2021,

3 Mohammad Sohrabi Nasrabadi, Reza Safabakhsh, "3D object recognition with a linear time-varying system of overlaylayers", IET COMPUTER VISION, April 2021 Vol. 1, Num. 1, Page 1-12, April 2021,

4 Mohammad Hadi Goldani, Saeede Momtazi, Reza Safabakhsh, "Detecting Fake News with Capsule Neural Networks",APPLIED SOFT COMPUTING, March 2021 Vol. 101, Num. 106991, Page 0-0, March 2021,

5 Mohammad Hadi Goldani, Reza Safabakhsh, Saeede Momtazi, "Convolutional neural network with margin loss forfake news detection", INFORMATION PROCESSING & MANAGEMENT, December 2020 Vol. 58, Num. 1, Page 0-0,December 2020,

6 Alireza Ghanbarian, Golnaz Ghiasi, Reza Safabakhsh, Narges Arastouei, "Writer Identification with n-tuple directionfeature from contour", IET IMAGE PROCESSING, May 2020 Vol. 14, Num. 6, Page 1101-1109, May 2020,

7 Somayeh Bakhshaei, Reza Safabakhsh, Shahram Khadivi, "Matching Graph, a Method for Extracting ParallelInformation from Comparable Corpora", ACM Transactions on Asian and Low-Resource Language InformationProcessing, August 2019 Vol. 19, Num. 0, Page 0-0, August 2019,

8 Arezoo Torkaman, Reza Safabakhsh, "Robust Opponent Modeling in Real-Time Strategy Games Using BayesianNetworks", Journal of Artificial Intelligence and Data Mining, April 2019 Vol. 7, Num. 1, Page 149-159, April 2019,

9 Ehsan Shojaedini, Mahshid Majd, Reza Safabakhsh, "Novel adaptive genetic algorithm sample consensus", APPLIEDSOFT COMPUTING, April 2019 Vol. 77, Num. 4, Page 635-642, April 2019,

10 Mahshid Majd, Reza Safabakhsh, "Correlational Convolutional LSTM for human action recognition",NEUROCOMPUTING, April 2019 Vol. 396, Num. 0, Page 224-229, April 2019,

11 Mohammad Fakhredanesh, Mohammad Rahmati, Reza Safabakhsh, "Steganography in discrete wavelet transformbased on human visual system and cover model", MULTIMEDIA TOOLS AND APPLICATIONS, February 2019 Vol. 0,Num. 0, Page 0-0, February 2019,

12 Mahshid Majd, Reza Safabakhsh, "A motion-aware ConvLSTM network for action recognition", APPLIEDINTELLIGENCE, January 2019 Vol. 49, Num. 0, Page 1-7, January 2019,

13 Somayeh Bakhshaei, Reza Safabakhsh, Shahram Khadivi, "Extracting parallel fragments from comparable documentsusing a generative model", COMPUTER SPEECH AND LANGUAGE, July 2018 Vol. 53, Num. 1, Page 1-18, July 2018,

14 Nastaran Nourbakhsh Kaashki, Reza Safabakhsh, "RGB-D face Recognition under various conditions via 3Dconstrained model", JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, April 2018 Vol. 52,Num. 1, Page 66-85, April 2018,

15 Latifeh Pourmohammad Bagher Esfahani, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "Graphical model basedcontinuous estimation of distribution algorithm", APPLIED SOFT COMPUTING, May 2017 Vol. 58, Num. 0, Page 388-400, May 2017,

16 Ali Jafari, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "Independent Base Vector Representation to AddressEndmember Variability in Hyperspectral Unmixing", PHOTONIRVACHAK-JOURNAL OF THE INDIAN SOCIETY OFREMOTE SENSING, July 2016 Vol. 0, Num. 0, Page 1-13, July 2016,

17 Pooya Parsa, Reza Safabakhsh, "A new image segmentation method based on fuzzy clustering and multi-objectivedifferential evolution", , June 2016 Vol. 13, Num. 2, Page 103-113, June 2016,

18 Shiva Kamkar, Reza Safabakhsh, "Vehicle detection, counting, and classification in various conditions", IETINTELLIGENT TRANSPORT SYSTEMS, April 2016 Vol. 10, Num. 6, Page 1-8, April 2016,

19 Ali Jafari, Reza Safabakhsh, Mohammad Mehdi Ebadzadeh, "Endmember orthonormal mapping in hyperspectralmixture analysis to address endmember variability", Earth Science Informatics, March 2016 Vol. 0, Num. 0, Page 1-17, March 2016,

20 Hamed Malek, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "Dynamics of the HPA axis and inflammatorycytokines: Insights from mathematical modeling", COMPUTERS IN BIOLOGY AND MEDICINE, October 2015 Vol. 1,Num. 1, Page 1-1, October 2015,

21 Mojtaba Taherkhani, Reza Safabakhsh, "A novel stability-based adaptive inertia weight for particle swarmoptimization", APPLIED SOFT COMPUTING, October 2015 Vol. 38, Num. 38, Page 281-295, October 2015,

22 Marzieh Varposhti, Mehdi Dehghan Takht Fooladi, Reza Safabakhsh, "A Distributed Homological Approach toLocation-Independent Area Coverage in Wireless Sensor Networks", WIRELESS PERSONAL COMMUNICATIONS, April2015 Vol. 2015, Num. 1, Page 1-14, April 2015,

23 Marzieh Varposhti, Mehdi Dehghan Takht Fooladi, Reza Safabakhsh, "Distributed Topological Camera SelectionWithout Location Information", IEEE SENSORS JOURNAL, August 2014 Vol. 14, Num. 8, Page 2579-2589, August2014,

24 Kazem Ghazanfari, Reza Safabakhsh, "A new steganography method which preserves histogram: generalization ofLSB", INFORMATION SCIENCES, August 2014 Vol. 277, Num. 1, Page 90-101, August 2014,

25 Mohammad Fakhredanesh, Reza Safabakhsh, Mohammad Rahmati, "A Model-Based Image Steganography MethodUsing Watsons Visual Model", ETRI JOURNAL, July 2014 Vol. 36, Num. 3, Page 479-489, July 2014,

26 Seyyed Hossein Hosseini, Mojtaba Karami, Martin Olazar, Reza Safabakhsh, Mohammad Rahmati, "Prediction of theMinimum Spouting Velocity by Genetic Programming Approach", INDUSTRIAL & ENGINEERING CHEMISTRYRESEARCH, June 2014 Vol. 53, Num. 1, Page 12639-12643, June 2014,

27 Mehran Iranpour, Reza Safabakhsh, "Reducing the embedding impact in steganography using Hamiltonian paths andwriting on wet paper", MULTIMEDIA TOOLS AND APPLICATIONS, March 2014 Vol. 69, Num. 1, Page 1-16, March2014,

28 Kazem Ghazanfari, Reza Safabakhsh, "High capacity method for hiding data in the discrete cosine transformdomain", JOURNAL OF ELECTRONIC IMAGING, October 2013 Vol. 22, Num. 4, Page 1-10, October 2013,

29 Mohammad Fakhredanesh, Mohammad Rahmati, Reza Safabakhsh, "Adaptive Image Steganography usingContourlet Transform", JOURNAL OF ELECTRONIC IMAGING, October 2013 Vol. 22, Num. 4, Page 1-13, October2013,

30 Mojtaba Karami, Reza Safabakhsh, Mohammad Rahmati, "Modular Cellular Neural Network Structure For Wave -Computing Based Image Processing", ETRI JOURNAL, April 2013 Vol. 35, Num. 2, Page 207-217, April 2013,

31 Golnaz Ghiasi, Reza Safabakhsh, "Offline Text-Independent Writer Identification Using Codebook and Efficient CodeExtraction Methods", IMAGE AND VISION COMPUTING, March 2013 Vol. 31, Num. 3, Page 379-391, March 2013,

32 Mojtaba Karami, Mohammad Rahmati, Reza Safabakhsh, "A diffusion Based Wave Computing Algorithm for RealTime Edge detection", International Journal of Circuites Systems and Signal Processing, January 2013 Vol. 6, Num.2, Page 131-142, January 2013,

33 Ahmad Nikababdi, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "A competitive clustering particle swarmoptimizer for dynamic optimization problems", Swarm Intelligence, September 2012 Vol. 6, Num. 3, Page 177-206,September 2012,

34 Kazem Ghazanfari, Reza Safabakhsh, "Adaptive method for hiding data in images", JOURNAL OF ELECTRONICIMAGING, April 2012 Vol. 21, Num. 1, Page 0-0, April 2012,

35 Hesam Montazeri, Sajjad Moradi, Reza Safabakhsh, "ContinuousState/ActionReinforcementLearning: A GrowingSelf-organizingMapApproach", NEUROCOMPUTING, April 2011 Vol. 74, Num. 7, Page 1069-1082, April 2011,

36 Ahmad Nikababdi, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "A Novel Particle Swarm Optimization Algorithmwith Adaptive Inertia Weight", APPLIED SOFT COMPUTING, February 2011 Vol. 11, Num. 4, Page 3658-3670,February 2011,

37 Faezeh Tafazzoli, Reza Safabakhsh, "Model-based human gait recognition using leg and arm movements",ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, December 2010 Vol. 23, Num. 8, Page 1273-1246,December 2010,

38 Mohammad Izadi, Reza Safabakhsh, "An improved time-adaptive self-organizing map for high-speed shapemodeling", , July 2009 Vol. , Num. 42, Page 0-0, July 2009,

39 [en-name N/A], Reza Safabakhsh, "Optimal matching by the transiently chaotic neural network", , June 2009 Vol. ,Num. 9, Page 0-0, June 2009,

40 Sayed Kamaledin Ghiasi Shirazi, Reza Safabakhsh, "Omnidirectional edge detection", , April 2009 Vol. , Num. 113,Page 0-0, April 2009,

41 Peyman Adibi, Reza Safabakhsh, "Information Maximization in a Linear Manifold Topographic Map", NEURALPROCESSING LETTERS, April 2009 Vol. 29, Num. 2, Page 155-178, April 2009,

42 Peyman Adibi, Reza Safabakhsh, "Linear manifold topographic map formation based on an energy function with on-line adaptation rules", , March 2009 Vol. , Num. 72, Page 0-0, March 2009,

43 Mohammad Hossein Khosravi, Reza Safabakhsh, "Human eye sclera detection and tracking using a modified time-adaptive self-organizing map", , August 2008 Vol. , Num. 41, Page 0-0, August 2008,

44 Abbas Ghaemi Bafghi, Reza Safabakhsh, Babak Sadeghiyan, "Finding the differential characteristics of block cipherswith neural networks", , August 2008 Vol. , Num. 178, Page 0-0, August 2008,

45 Hamidreza Zaboli, Reza Safabakhsh, "A Neural Network String Matcher", , August 2007 Vol. , Num. 4673, Page 0-0,August 2007,

46 Reza Safabakhsh, Peyman Adibi, "Nastaaligh Handwritten Word Recognition Using A Continuous_DensityVariable_Duration HMM", , April 2005 Vol. , Num. 0, Page 0-0, April 2005,

47 Peyman Adibi, Mohammad Reza Meybodi, Reza Safabakhsh, "Unsopervised learning of synaptic delays based onlearning automata in an RBF-link network of spiking neurons for data clustering", , March 2005 Vol. , Num. 64, Page0-0, March 2005,

48 Hamed Shahhosseini, Reza Safabakhsh, "A tasom-based algorithm for active contour modeling", , June 2003 Vol. ,Num. 24, Page 0-0, June 2003,

49 Hamed Shahhosseini, Reza Safabakhsh, "TASOM : a new time adaptive self - organizing map", , April 2003 Vol. ,Num. 33, Page 0-0, April 2003,

50 Hamed Shahhosseini, Reza Safabakhsh, "Automatic multilevel thesholding for image segmentation by the growingtime adaptive self-organizing map", , October 2002 Vol. , Num. 10, Page 0-0, October 2002,

51 Reza Safabakhsh, [en-name N/A], "The time adaptive self -organizing map for distribution estimation", , January2001 Vol. , Num. , Page 0-0, January 2001,

52 Reza Safabakhsh, Hamed Shahhosseini, "Automatic adjustment of learning rates of the self-organizing feature map",, January 2001 Vol. , Num. , Page 0-0, January 2001,

53 Rafael C.Conzalez, Reza Safabakhsh, "Computer Vision Techniques for Industrial Inspection and Robot Control:Tutorial Overview", , January 1986 Vol. , Num. 1, Page 0-0, January 1986,

54 Rafael C.Conzalez, Reza Safabakhsh, "Computer Vision Techniques for Industrial Applications and Robot Control", ,December 1982 Vol. , Num. 1, Page 0-0, December 1982,

Conference Papers

Portal Records

1 Mohammad Mahdi Mahsuli, Reza Safabakhsh, "English to Persian Transliteration using Attention-based Approach inDeep Learning ", 25th Iranian Conference on Electrical Engineering (ICEE2017), May 2017

2 Reza Naseri Saray, Reza Safabakhsh, "DVT: A Distant Vehicle Tracking Dataset ", 25th Iranian Conference onElectrical Engineering (ICEE2017), May 2017

3 Somayeh Bakhshaei, Shahram Khadivi, Reza Safabakhsh, "A Generative Model for Extracting Parallel Fragmentsfrom Comparable Documents ", the 53rd annual meeting of the Association for Computational Linguistics (ACL),July 2015

4 Shiva Kamkar, Reza Safabakhsh, "Vehicle detection based on active basis model and its verification based on edgesymmetry ", 7th International conference on information and knowledge technology, May 2015

5 Maryam Dashti, Reza Safabakhsh, Mohammadreza Pourfard, Mohammad Javad Abdollahifard, "Video Logo RemovalUsing Iterative Subsequent Matching ", International Symposium on Artificial Intelligence and Signal Processing(AISP) 2015, March 2015

6 Shiva Kamkar, Reza Safabakhsh, "Real-Time Vehicle Counting and Classification in Video Surveillance of Traffic ",International Conference on Pattern Recognition and Image Analysis, March 2015

7 Alireza Zarei, Reza Safabakhsh, "A new approach for Feature Extraction with applications to Automatic WriterRecognition ", 4th International Conference on Computer and Knowledge Engineering (ICCKE 2014), October 2014

8 Sahar Rahmatian, Reza Safabakhsh, "online multiple people tracking-by-detection in crowded scenes ", InternationalSymposium on Telecommunications, September 2014

9 Somayeh Bakhshaei, Shahram Khadivi, Reza Safabakhsh, Atefeh Zafarian, "Name Deciphering in UnrelatedLanguages: The Case Study of Farsi and English ", International Symposium on Telecommunications, September2014

10 Nastaran Nourbakhsh Kaashki, Reza Safabakhsh, "3D constrained local model-based face recognition using Kinectunder variant conditions ", International Symposium on Telecommunications, September 2014

11 Atena Sadat Kalaki, Reza Safabakhsh, "Current and Adjacent Lane Detection for an Autonomous Vehicle in order toFacilitate the Obstacle Avoidance Task Using Monocular Camera ", 12th Iranian Conference on Intelligent Systems,February 2014

12 Atena Sadat Kalaki, Reza Safabakhsh, "Vision based Real-time Lane and Obstacle Detection and Tracking inIntelligent Vehicles ", 13th International Conference on Traffic and Transportation Engineering, February 2014

13 Reza Safabakhsh, Alireza Ghanbarian, Golnaz Ghiasi, "HaFT: A Handwritten Farsi Text Database ", 8th IranianConference on Machine Vision and Image Processing, September 2013

14 Pooya Parsa, Reza Safabakhsh, "A New Image Segmentation Method based on Multi-objective EvolutionaryClustering ", 8th Iranian Conference on Machine Vision and Image Processing, September 2013

15 Mina Shahriari, Reza Safabakhsh, "Human Recognition based on Ear Shape and using Local Binary Pattern andGabor Filters ", 8th Iranian Conference on Machine Vision and Image Processing, September 2013

16 Fariba Hashemi, Arash Abdi Hejrandoost, Reza Safabakhsh, "Camouflage pattern Generation based on commonregions ", 8th Iranian Conference on Machine Vision and Image Processing, September 2013

17 Mohammad Mahdi Mahsuli, Reza Safabakhsh, "Facial Expression Recognition using Facial Features ", 8th IranianConference on Machine Vision and Image Processing, September 2013

18 Arezoo Torkaman, Reza Safabakhsh, "A fast and accurate steganalysis using ensemble classifiers ", 8th IranianConference on Machine Vision and Image Processing, September 2013

19 Marjan Jalaly Moghaddam, Reza Safabakhsh, "Traffic lights control based on traffic flow and pedestrian volumeestimated from visual information ", 8th Iranian Conference on Machine Vision and Image Processing, September2013

20 Abbas Khosravani, Reza Safabakhsh, Mohammad Mehdi Homayounpour, "Robust Speaker Recognition in NoisyEnvironments using Sparse Representation ", Information and Knowledge Technology IKT, May 2013

21 Afsane Ghasemi Ghale Bahmani, Reza Safabakhsh, "A real-time multiple vehicle classification and tracking systemwith occlusion handling ", IEEE 8th International Conference on Intelligent Computer Communication andProcessing, September 2012

22 Afsane Ghasemi Ghale Bahmani, Reza Safabakhsh, "A real-time multiple vehicle classification and tracking systemwith occlusion handling ", IEEE 8th International Conference on Intelligent Computer Communication andProcessing, August 2012

23 Marzieh Varposhti, Mehdi Dehghan Takht Fooladi, Reza Safabakhsh, "Camera selection without location information:A topological approach ", 2012 IEEE Symposium on Computers and Communications - ISCC, July 2012

24 Azadeh Ghandehari, Reza Safabakhsh, "A Comparison of Principal Component Analysis and Adaptive PricipalComponent Extraction for Palmprint Recognition ", International Conference on Hand-based Biometrics 2011,November 2011

25 Golnaz Ghiasi, Reza Safabakhsh, "An Efficient Method for Offline Text Independent Writer Identification ",International Conference on Pattern Recognition, August 2011

26 Peyman Adibi, Reza Safabakhsh, "BAtch Topographic Mapping ", Iranian Conference on Electrical ENGINEERING2011, May 2011

27 Kazem Ghazanfari, Reza Safabakhsh, "An improvement on LSB matching and LSB matching revisited method ", 19thIranian Conference on Electrical Engineering, May 2011

28 Afsane Ghasemi Ghale Bahmani, Reza Safabakhsh, "Unsupervised Foreground-Background Segmentation UsingGrowing Self-Organizing Map in Noisy Backgrounds ", 3rd International Conference on Computer Research andDevelopment, March 2011

29 Afsane Ghasemi Ghale Bahmani, Reza Safabakhsh, "Unsupervised Foreground-Background Segmentation UsingGrowing Self-Organizing Map in Noisy Backgrounds ", 3rd International Conference on Computer Research andDevelopment, November 2010

30 Vahid Soleimani, Reza Safabakhsh, "Detection and Recognition of Baghcheban Alphabet and Neumerals Using Rule-based Segmentation and machine Vision and Neural Networks Techniques ", The 6th Iranian Machine Vision &Image Processing Conference, October 2010

31 Kazem Ghazanfari, Reza Safabakhsh, "A New Method for Adaptive Steganography in Images ", The 6th IranianMachine Vision & Image Processing Conference, October 2010

32 Zahra Bahmanidehkordi, Golnaz Ghiasi, Ahmad Nikababdi, Reza Safabakhsh, "Speeding up Handwriting basedHuman Identity Recognition Using a Growing Hierarchical Self-organizing Map ", The 6th Iranian Machine Vision &Image Processing Conference, October 2010

33 Mohammad Rahimi, Reza Safabakhsh, "Adaptation of Sampling in Target Tracking Sensor Networks ", WirelessCommunications, Networking and Information Security , WCNIS 2010, June 2010

34 Abolfazl Nadi, Reza Safabakhsh, "Evaluation of Neural Network Architecture and Weights using Mutation BasedGenetic Algorithm ", , October 2009

35 Soudeh Kasiri Bidhendi, Reza Safabakhsh, "Effective Tracking of the Players and Ball in Indoor Soccer Games in thePresence of Occlusion ", 14th International CSI computer conference, October 2009

36 Mohammad Rahimi, Reza Safabakhsh, "Adaptive Target Tracking in Sensor Networks Using Reinforcement Learning", 14th Intl CSI Computer Conference , CSICC09, October 2009

37 Jamal Saeedi, Reza Safabakhsh, "Document Image Segmentation Using Fuzzy Classifier and the Dual -Tree DWT ",14th Intl CSI Computer Conference , CSICC09, October 2009

38 Azadeh Ghandehari, Reza Safabakhsh, "Palmprint Verification Using Circular Gabor Filter ", 3rd IAPR/IEEE IntlConference on Biometrics, June 2009

39 Peyman Adibi, Reza Safabakhsh, "Batch Linear Manifold Topographic Map with Regional Dimensionality Estimation ",International Joint Conference on Neural Networks, IJCNN 2009, June 2009

40 Hamed Kiani Galoogahi, Reza Safabakhsh, Ehsan Khadangi, "Fast recursive segmentation algorithm based on kapursentropy ", , February 2009

41 Ahmad Nikabadi, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "Evaluation the performance of DNPSO indynamic environments ", IEEE International Conference on Systems, Man and Cybernetics SMC, October 2008

42 Ahmad Nikabadi, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, "DNPSO: a dynamic niching particle swarmoptimization for multi model optimization ", IEEE Congress on Evolutionary Computation CEC, June 2008

43 Babak Behsaz, Reza Safabakhsh, "Nefrl: A new neuro- fuzzy system for episodic reinforcement learning tasks ", ,November 2007

44 Vahid Haghighat Doost, Reza Safabakhsh, "Adaptive Neighborhood Control in the Fuzzy Kohonen Clustering Network", , November 2007

45 [en-name N/A], Mohammad Rahmati, Reza Safabakhsh, "A Novel Neural Network Structure for Feature Extraction ",11th Annual CSI Computer Conference (CSICC2006), November 2007

46 Hesam Montazeri, Reza Safabakhsh, "An application of reinforcement learning in interception skill of soccersimulated agent ", , November 2007

47 Hamed Kiani Galoogahi, Reza Safabakhsh, "Fast recursive algorithm for image thresholding based kapur enropy ", ,November 2007

48 Sajjad Moradi, Reza Safabakhsh, "A reinforcement learning approach to the learning of opponent dribbling skill in asoccer simulated agent ", , November 2007

49 Peyman Adibi, Reza Safabakhsh, "Joint entropy maximization in the kernel- based linear manifold topographic map ",, August 2007

50 [en-name N/A], Hamidreza Zaboli, Reza Safabakhsh, "A neural network string matcher ", , August 2007

51 Vahid Haghighat Doost, Reza Safabakhsh, "New fuzzy kohonen clustering network for multilevel thresholding ", ,April 2006

52 Reza Safabakhsh, Farzaneh Mirzazadeh, "A farsi talking head ", , April 2006

53 Reza Safabakhsh, Fatemeh Zamani, "A robust multi orientation gabor based system for discriminating fouchingwhite and red cells in miroscopic blood image ", , April 2006

54 Fatemeh Zamani, Reza Safabakhsh, "An unsupervised GVF snake approach for white blood cell sengmentationbased on nucleus ", , January 2006

55 Fatemeh Zamani, Reza Safabakhsh, "A New Approach to ", ناریا رتویپماک نمجنا رتویپماک یللملا نیب سنارفنک نیمهدزای ,January 2006

56 Mahsa Kamali Moghaddam, Reza Safabakhsh, "TASOM- based Lip Tracking Using the Color and Geometry of theFace ", , December 2005

57 [en-name N/A], Reza Safabakhsh, "Real- time Stereo Matching Using a Chaotic Hopfield Neural Network ", ,December 2005

58 [en-name N/A], Reza Safabakhsh, "A New Weight Initialization Algorithm Real _ time Stereo Matching Using aChaotic Hopfield Neural Network ", , December 2005

59 [en-name N/A], Reza Safabakhsh, "An Adaptive Bifurcation Parameter for Wang-Smith Chaotic Neural Networks ", ,December 2005

60 [en-name N/A], Reza Safabakhsh, "A New Initialization Algorithm For Multilayer Feed-Forward Neural Networks ", ,December 2005

61 Saeideh Gorji Kandi, Reza Safabakhsh, "Noise removal from color images based on color difference between spatialpixels ", intelligent systems, December 2005

62 Reza Safabakhsh, Mohammad Hossein Khosravi, "Human Eye Inner Boundary Detection Using a Modified timeAdaptive Self Organizing Map ", , September 2005

63 Robabeh Alishzadeh, Babak Sadeghiyan, Reza Safabakhsh, "A Hierarchicel Anomely Detection in Large NetworksUsing Neural Networks ", , May 2005

64 [en-name N/A], Reza Safabakhsh, "A Chaotic Hopfield Neural Network for Time _ aligning of Speech Signals ", ,March 2005

65 Reza Safabakhsh, Mahsa Kamali Moghaddam, "TASOM - Based Lip Tracking Using the Color and Geometry of theFace ", , March 2005

66 Shiva Zaboli, [en-name N/A], Reza Safabakhsh, "Entropy _ based Image Watermarking Using DWT and HVS ", , March2005

67 Mohammad Kalantari, Reza Safabakhsh, "Improved Unsupervised Clastering by Temporal coding and Network ofRBF Neurons ", , February 2005

68 Navid Qaragozlou, Ali Ajdari Rad, Reza Safabakhsh, "IRIS RECOGNATION METHOD USING RANDOM TEXTUREANALYSIS ", , December 2004

69 Peyman Haghighat, Reza Safabakhsh, "Using image moments for tracking rotating objects ", , December 2004

70 Shiva Zaboli, Arash Tabibiazar, Reza Safabakhsh, "Entropy _ Based image watermarking using DWT and HVS ", ,December 2004

71 Ali Ajdari Rad, Reza Safabakhsh, Navid Qaragozlou, "Fast Iris and pupil Localization and Eyelid Removal UsingGradient Vector pairs and certainty factors ", , September 2004

72 Reza Safabakhsh, Shiva Zaboli, "Digital wartermaking on still images using wavelet transform ", , April 2004

73 Narges Ahmiadi, Reza Safabakhsh, "A novel DCT-based approach for secure color image watermarking ", , April2004

74 Ali Ajdari Rad, Reza Safabakhsh, Navid Qaragozlou, "Using Gradient Vector Pairs for Fast Iris Boundary Detection . ", ,February 2004

75 Ali Ajdari Rad, Reza Safabakhsh, Navid Qaragozlou, [en-name N/A], "Teamwork Improvement Using a Coach andScenario-based Approach in Simulated Soccer ", , October 2003

76 Hamed Shahhosseini, Reza Safabakhsh, "TAPCA: Time adaptive self organizing MAPS for adaptive principalcomponents analysis ", , March 2001

77 Hamed Shahhosseini, Reza Safabakhsh, "The Time Adaptive self-Organizing Map with Neighborhood Functions forBilevel Thresholding ", , March 2000

78 Hamed Shahhosseini, Reza Safabakhsh, "Pattern classification by the time adaptive Self _organizing MAP ", , March2000

79 Hamed Shahhosseini, Reza Safabakhsh, "TASOM : The Time Adaptive self _ Organizing Map ", , March 2000

80 Hamed Shahhosseini, Reza Safabakhsh, "TASOM: The Time-Adaptive Self-Organizing Map ", , March 2000

81 M.H Shah Hoseini, Reza Safabakhsh, "The Time Adaptive Self_Organizing Map with Neighbourhood Function forPrincipal Curves Apprximation ", , January 2000

82 Hamed Shahhosseini, Reza Safabakhsh, Shahram Khadivi, "Document Skew Detection Using Minimum _ AreaBounding Rectange ", , January 2000

83 Hamed Shahhosseini, Reza Safabakhsh, "A learning Rule Modification in the Self Organizing Feature Map Algorithm", , March 1998

84 Reza Safabakhsh, "Determination of Flint Wheel Orientation for the Automated Assembly of Lighters ", , April 1991

85 Reza Safabakhsh, "Processing Infrared Images for High speed power Line Inspection ", , March 1989

86 Reza Safabakhsh, R.C. Gonzalez, "Detection and characterization of Flaws on Machined Metal surfaces ", , June1988

87 R.C. Gonzalez, Reza Safabakhsh, "Computer Vision Methods in advanced Automation ", , November 1982

88 J.C Hung, Reza Safabakhsh, "On Transformation Approach to Digital PID controller Realization ", , March 1979

Taught Courses

# Course title Description Headlines Date

1 Research andTechnicalPresentation

Introducing research methods used in engineering and discussing the detailsof producing effective oral and written presentations of the research results

Spring2021

2 Neural Networks Introducing the fundamentals and applications of neural networks,particularly the deep neural networks

Spring2021

3 Research andTechnicalPresentation

Introducing research methods used in engineering and discussing the detailsof producing effective oral and written presentations of the research results

Spring2021

4 Neural NetworksAdvanced Topicsin

Comprehensive investigation of the state-of-the-art in neural networks andapplications

Spring2021

5 Research andTechnicalPresentation

Introducing research methods used in engineering and discussing the detailsof producing effective oral and written presentations of the research results

Spring2021

6 Research andTechnicalPresentation

Introducing research methods used in engineering and discussing the detailsof producing effective oral and written presentations of the research results

Spring2021