Biography
Ümit Atila received his BSc and MSc degrees from Gazi University in 2002 and 2008, and his PhD from Karabuk University in 2013. He worked as a software developer and project manager at the Ministry of National Education between 2005-2009 and at Gazi University Directorate of Information Technologies between 2009-2012. He worked as assistant professor at Karabuk University Computer Engineering Department between 2013-2021. Ümit Atila, who carries out his research in the fields of Artificial Intelligence, Deep Learning and Meta-Heuristic Optimization, continues his career as an associate professor in the Computer Engineering Department of Gazi University.
Education
2009 - 2013
2009 - 2013Doctorate
Karabuk University, Mühendislik Fakültesi, Bilgisayar Mühendisliği, Turkey
2004 - 2007
2004 - 2007Postgraduate
Gazi University, Fen Bilimleri Enstitüsü, İleri Teknolojiler, Turkey
1998 - 2002
1998 - 2002Undergraduate
Gazi University, Teknik Eğitim Fakültesi, Elektronik ve Bilgisayar Eğitimi, Turkey
Dissertations
2013
2013Doctorate
3b cbs kapsamında çok katlı bina yangınlarına yönelik akıllı bireysel tahliye modelinin yapay sinir ağı ile tasarlanması
Karabuk University, Mühendislik Fakültesi, Bilgisayar Mühendisliği
2007
2007Postgraduate
Rfid kullanılarak kimyasal malzeme stok takip sisteminin tasarlanması
Gazi University, Fen Bilimleri Enstitüsü, İleri Teknolojiler
Foreign Languages
C2 Mastery
C2 MasteryEnglish
Research Areas
Artificial Intelligence, Computer Learning and Pattern Recognition
Pattern Recognition and Image Processing
Biomedical Image Processing
Academic Positions
2021 - Continues
2021 - ContinuesAssistant Professor
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği
2013 - 2021
2013 - 2021Assistant Professor
Karabuk University, Mühendislik Fakültesi, Bilgisayar Mühendisliği
2012 - 2013
2012 - 2013Lecturer
Gazi University, Ankara Meslek Yüksekokulu, Bilgisayar Proğramcılığı
2009 - 2012
2009 - 2012Expert
Gazi University, Rektörlük, Bilgi İşlem Dairesi Başkanlığı
Managerial Experience
2021 - 2023
2021 - 2023Deputy Head of Department
Gazi University, Mühendislik Fakültesi, Bilgisayar Mühendisliği
Non Academic Experience
2005 - 2009
2005 - 2009YAZILIM GELİŞTİRİCİ
MİLLİ EĞİTİM BAKANLIĞI BİLGİ İŞLEM DAİRESİ BAŞKANLIĞI, YAZILIM GELİŞTİRİCİ
Journal articles indexed in SCI, SSCI, and AHCI
2024
2024An ensemble approach for classification of tympanic membrane conditions using soft voting classifier
Akyol K., Uçar E., ATİLA Ü., Uçar M.
Multimedia Tools and Applications
, vol.83, no.32, pp.77809-77830, 2024 (SCI-Expanded)
2024
2024Multimodal Fusion for Enhanced Semantic Segmentation in Brain Tumor Imaging: Integrating Deep Learning and Guided Filtering Via Advanced 3D Semantic Segmentation Architectures
Saleh A., ATİLA Ü., Menemencioğlu O.
International Journal of Imaging Systems and Technology
, vol.34, no.5, 2024 (SCI-Expanded)
2024
2024A novel hybridization approach to improve the critical distance clustering algorithm: Balancing speed and quality
Hamed Kuwil F., ATİLA Ü.
Expert Systems with Applications
, vol.247, 2024 (SCI-Expanded)
2024
2024A nested optimization approach for robot gripper multi-objective optimization problem
Dörterler M., Atila Ü., Top N., Şahin İ.
Expert Systems with Applications
, vol.239, 2024 (SCI-Expanded)
2022
2022Turkish lip-reading using Bi-LSTM and deep learning models
ATİLA Ü., Sabaz F.
Engineering Science and Technology, an International Journal
, vol.35, 2022 (SCI-Expanded)
2022
2022Classification of Different Tympanic Membrane Conditions Using Fused Deep Hypercolumn Features and Bidirectional LSTM
Ucar M., Akyol K., Atila Ü., Ucar E.
IRBM
, vol.43, no.3, pp.187-197, 2022 (SCI-Expanded)
2021
2021Automated detection of Covid-19 disease using deep fused features from chest radiography images
Ucar E., ATİLA Ü., Ucar M., Akyol K.
BIOMEDICAL SIGNAL PROCESSING AND CONTROL
, vol.69, 2021 (SCI-Expanded)
2021
2021Plant leaf disease classification using EfficientNet deep learning model
Atila Ü., Ucar M., Akyol K., Ucar E.
ECOLOGICAL INFORMATICS
, vol.61, 2021 (SCI-Expanded)
2020
2020Learn from one data set to classify all - A multi-target domain adaptation approach for white blood cell classification
Baydilli Y. Y., Atila Ü., Elen A.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
, vol.196, 2020 (SCI-Expanded)
2020
2020A novel data clustering algorithm based on gravity center methodology
Kuwil F. H., Atila Ü., Abu-Issa R., Murtagh F.
EXPERT SYSTEMS WITH APPLICATIONS
, vol.156, 2020 (SCI-Expanded)
2020
2020Classification of DNA damages on segmented comet assay images using convolutional neural network
Atila Ü., Baydilli Y. Y., Sehirli E., Turan M. K.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
, vol.186, 2020 (SCI-Expanded)
2020
2020Classification of white blood cells using capsule networks
Baydilli Y. Y., Atila Ü.
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS
, vol.80, 2020 (SCI-Expanded)
2018
2018SmartEscape: A Mobile Smart Individual Fire Evacuation System Based on 3D Spatial Model
Atila Ü., Ortakci Y., Ozacar K., Demiral E., Karas I. R.
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION
, vol.7, no.6, 2018 (SCI-Expanded)
Articles Published in Other Journals
2024
2024Deep learning based detection of silicosis from computed tomography images
Aksoy H., ATİLA Ü., Arslan S.
Computer Methods and Programs in Biomedicine Update
, vol.6, 2024 (Scopus)
2023
2023A Deep Learning Based Offline Optical Character Recognition Model for Printed Ottoman Turkish
Al-Khaffaf A., Atila Ü.
TECHNIUM: ROMANIAN JOURNAL OF APPLIED SCIENCES AND TECHNOLOGY , vol.18, pp.47-64, 2023 (Peer-Reviewed Journal)
2020
2020Comparing The Effect of Under-Sampling and Over-Sampling on Traditional Machine Learning Algorithms for Epileptic Seizure Detection
AKYOL K., ATİLA Ü.
Academic Platform Journal of Engineering and Science , vol.8, no.2, pp.279-285, 2020 (Peer-Reviewed Journal)
2020
2020Retinal Görüntülerde Eksuda Lezyonlarının Tespiti Üzerine Bir Çalışma
ATİLA Ü., AKYOL K., SABAZ F.
Bilişim Teknolojileri Dergisi , vol.13, no.1, pp.27-36, 2020 (Peer-Reviewed Journal)
2019
2019A Study on Performance Improvement of Heart Disease Prediction by Attribute Selection Methods
AKYOL K., ATİLA Ü.
Academic Platform Journal of Engineering and Science , vol.7, no.2, pp.174-179, 2019 (Peer-Reviewed Journal)
2018
2018Use of ANN in Predicting Life Expectancy: The Case of Turkey
AYDIN A., ATİLA Ü., AYDIN S.
Artificial Intelligence Studies
, vol.1, no.1, pp.1-7, 2018 (Peer-Reviewed Journal)
2016
2016Intelligent Mobile Indoor Navigation System for Fire Evacuation Based on Artificial Neural Network
ORTAKCI Y., ATİLA Ü., KARAŞ İ. R., DEMİRAL E.
International Journal of Computer Science and Information Security , vol.14, no.11, pp.980-996, 2016 (Peer-Reviewed Journal)
2013
2013Integration of CityGML and Oracle Spatial for implementing 3D network analysis solutions and routing simulation within 3D-GIS environment
ATİLA Ü., KARAŞ İ. R., RAHMAN A. A.
Geo-spatial Information Science
, vol.16, no.4, pp.221-237, 2013 (Scopus)
2011
2011A genetic algorithm approach for finding the shortest driving time on mobile devices
KARAŞ İ. R., ATİLA Ü.
Scientific Research And Essays , vol.6, no.2, pp.394-405, 2011 (Peer-Reviewed Journal)
2008
2008Rfıd Teknolojisi Kullanılarak Kimyasal Malzeme Stok Takibinin İnternet Tabanlı Olarak Gerçekleştirilmesi
ATİLA Ü., TOPALOĞLU N.
Teknoloji , vol.11, no.3, pp.153-166, 2008 (Peer-Reviewed Journal)
Papers Presented at Peer-Reviewed Scientific Conferences
2019
2019Performance Evaluations of Meta-Heuristic Algorithms On Solving Group Elevator Control Problem
USTA A., ATİLA Ü., AKYOL K., BAYDİLLİ Y. Y.
International Conference on Advanced Technologies, Computer Engineering and Science (ICATCES 2019), ALANYA, Turkey, 26 - 28 April 2019, pp.90-94, (Full Text)
2019
2019Improving classification performance on microscopic images using Generative Adversarial Networks (GAN)
BAYDİLLİ Y. Y., ATİLA Ü., AKYOL K.
International Conference on Advanced Technologies, Computer Engineering and Science (ICATCES 2019), ALANYA, Turkey, 26 - 28 April 2019, pp.1-6, (Full Text)
2018
2018LPG ile Çalışan Bir Motorda Emisyon Değerlerinin Yapay Sinir Ağları ile Tahmin Edilmesi
DURAN İ. U., ATİLA Ü., BALKİ M. K., ŞAHİN İ.
III. Uluslararası Endüstriyel Tasarım ve Mühendislik Sempozyumu (ISIDE 2018), Antalya, Turkey, 22 - 24 November 2018, pp.474-478, (Full Text)
2018
2018Understanding effects of hyper-parameters on learning: A comparative analysis
BAYDİLLİ Y. Y., ATİLA Ü.
International Conference on Advanced Technologies, Computer Engineering and Science (ICATCES 2018), Karabük, Turkey, 11 - 13 May 2018, pp.814-817, (Full Text)
2018
2018Karabük İli Hava Kirletici PM10 Gösterge Seviyesinin Yapay Sinir Ağı ve Çoklu Regresyon Yöntemleriyle Tahmin Edilmesi
KARAOĞLAN K. M., ATİLA Ü., KURTGÖZ Y., FINDIK O.
20. Akademik Bişim 2018 Konferansı, Karabük, Turkey, 31 January - 02 February 2018, pp.164-170, (Full Text)
2018
2018Yapay Sinir Ağları Kullanılarak Yükseköğretimde Öğrenci Adaylarının Başarı Durumlarının Tahmin Edilmesi
ÇİZMECİ H., ATİLA Ü., KARAŞ İ. R.
20. Akademik Bişim 2018 Konferansı, Karabük, Turkey, 31 January - 02 February 2018, pp.183-186, (Full Text)
2017
2017ROI Detection and Vessel Segmentation in Retinal Image
SABAZ F., ATİLA Ü.
4th International GeoAdvances Workshop, Karabük, Turkey, 14 - 15 October 2017, pp.85-89, (Full Text)
2017
2017Comparison of a Smart Mobile Application-Supported Evacuation System and Traditional Evacuation Systems
ORTAKCI Y., ATİLA Ü., DEMİRAL E., ÖZACAR K., KARAŞ İ. R.
1st International IAG Workshop on BIM and GIS Integration in 12th 3D Geoinfo Conference 2017, Melbourne, Australia, 25 - 27 October 2017, (Full Text)
2017
2017Comparison of Machine Learning Algorithms Used for Text Independent Speaker Recognition
SARI Y., ATİLA Ü.
8th International Advanced Technologies Symposium (IATS’17), Elazığ, Turkey, 19 - 22 October 2017, pp.3410-3418, (Full Text)
2016
2016Developing a 3D Routing Instruction Engine for Indoor Environment
KARAŞ İ. R., ATİLA Ü., DEMİRAL E.
GRMSE: 4th International Conference on Geo-Informatics in Resource Management and Sustainable Ecosystem, ÇİN HALK CUMHURİYETİ HONG KONG ÖZEL İDARİ BÖLGESİ, 18 - 20 November 2016, pp.34-42, (Full Text)
2016
2016Saatlik ve Günlük Rüzgar Hızını Tahmin İçin Yeni Bir Analitik Yöntem Yaklaşımı ve Yapay Sinir Ağları ile Karşılaştırılması
KÖSE B., ATİLA Ü., GÜNEŞER M. T., RECEBLİ Z.
10th International Clean Energy Symposium, İstanbul, Turkey, 24 - 26 October 2016, pp.928-938, (Full Text)
2015
2015Indoor Navigation Design Integrated With Smart Phones And Rfid Devices
ORTAKCI Y., DEMİRAL E., ATİLA Ü., KARAŞ İ. R.
Joint International Geoinformation Conference 2015, Kuala-Lumpur, Malaysia, 28 - 30 October 2015, pp.223-226, (Full Text)
2014
2014RFID-Based Mobile Positioning And System Design For 3D Indoor Environment
DEMİRAL E., KARAŞ İ. R., TURAN M. K., ATİLA Ü.
9th International 3D Geoinformation Conference, Dubai, United Arab Emirates, 11 - 13 November 2014, (Full Text)
2014
2014A Knowledge Based Decision Support System: 3D GIS Implementation For Indoor Visualisation And Routing Simulation
ATİLA Ü., KARAŞ İ. R., RAHMAN A. A.
Knowledge Management International Conference (KMICe) 2014, LANGKAWI, Malaysia, 12 - 15 August 2014, pp.968-971, (Full Text)
2013
2013Design Of An Intelligent Individual Evacuation Model For High Rise Building Fires Based On Neural Network Within The Scope Of 3D GIS
ATİLA Ü., KARAŞ İ. R., TURAN M. K., RAHMAN A. A.
8th International 3D Geoinformation Conference (3DGeoInfo'13), İstanbul, Turkey, 27 - 29 November 2013, pp.13-24, (Full Text)
2013
2013Kişiye Özel Akıllı Tahliye Modeli
KARAŞ İ. R., ATİLA Ü., TURAN M. K.
Akıllı ve Yeşil Binalar Kongresi, Ankara, Turkey, 23 - 24 May 2013, pp.344-353, (Full Text)
2012
2012A 3D-GIS implementation for realizing 3D network analysis and routing simulation for evacuation purpose
ATİLA Ü., KARAŞ İ. R., RAHMAN A. A.
International Conference on 3D Geoinformation (7th 3DGeoinfo), Quebec, Canada, 16 - 17 May 2012, pp.249-260, (Full Text)
2012
2012Correction Of Faulty Lines In MUSCLE, To Be Used In 3D Building Network Construction
KARAŞ İ. R., ATİLA Ü., RAHMAN A. A.
22nd International Society For Photogrammetry & Remote Sensing Congress, Melbourne, Australia, 25 August - 01 September 2012, pp.105-110, (Full Text)
2011
2011Automatic Generation of 3D Networks in CityGML via MUSCLE Model
ATİLA Ü., KARAŞ İ. R., RAHMAN A. A.
Joint ISG 2011 & ISPRS 2011 Conference, SELANGOR, Malaysia, 27 September - 29 November 2011, (Full Text)
2011
2011Design of a Route Guidance System with Shortest Driving Time Based on Genetic Algorithm
ATİLA Ü., KARAŞ İ. R., GÖLOĞLU C., YAMAN B., ORAK İ. M.
10th WSEAS International Conference on Applied Computer and Applied Computational Science (ACACOS '11), Venice, Italy, 8 - 10 March 2011, pp.61-66, (Full Text)
2010
2010Genetic Algorithm-Aided Routing On 3D Dynamic Networks
ATİLA Ü., KARAŞ İ. R.
5th International 3D GeoInfo Conference, Berlin, Germany, 3 - 04 November 2010, pp.87-92, (Full Text)
Books
2023
2023MAKİNE ÖĞRENMESİ
ATİLA Ü., AKYOL K.
in: BİYOMEDİKAL MÜHENDİSLİĞİNE GİRİŞ, Özkan Altural Hayriye, Editor, NOBEL AKADEMİK YAYINCILIK EĞİTİM DANIŞMANLIK TİC. LTD. ŞTİ., Ankara, pp.703-729, 2023
2017
2017Developing a 3D Routing Instruction Engine for Indoor Environment
KARAŞ İ. R., ATİLA Ü., DEMİRAL E.
in: Geo-Spatial Knowledge and Intelligence, Yuan H., Geng J., Bian F., Editor, Springer, pp.34-42, 2017
2017
20173D Network Analysis for User Centric Evacuation Systems
ATİLA Ü., KARAŞ İ. R., ORTAKCI Y.
in: Encyclopedia of GIS, Shashi Shekhar, Hui Xiong, Xun Zhou, Editor, Springer, Cham, pp.20-33, 2017
2014
2014Automatic Generation of 3D Networks in CityGML and Design of an Intelligent Individual Evacuation Model for Building Fires Within the Scope of 3D GIS
ATİLA Ü., KARAŞ İ. R., TURAN M. K., RAHMAN A. A.
in: Innovations in 3D Geo Information Sciences Series Lecture Notes in Geoinformation and Cartography, Umit Isikdag, Editor, Springer, Cham, pp.123-142, 2014
2013
2013