Author

Irem Bayraktar

Institutions: Milli Savunma Üniversitesi, Turkish Air Force Academy

Observed institutions: Milli Savunma Üniversitesi, Tarsus University, Teesside University, Turkish Air Force Academy

ORCID: 0009-0002-9049-7331

Observed ORCID: 0009-0002-9049-7331

OpenAlex ID: A5113417723

Multi-Class Vehicle Detection and Classification with YOLO11 on UAV-Captured Aerial Imagery

2024 · Murat Bakirci, Petro Dmytrovych, et al. · IEEE International Conference Actual Problems of Unmanned Aerial Vehicles Developments (APUAVD) · 53

Transforming Aircraft Detection Through LEO Satellite Imagery and YOLOv9 for Improved Aviation Safety

2024 · Murat Bakirci, Irem Bayraktar · International Conference on Digital Signal Processing and its Applications (DSPA) · 35

YOLOv9-Enabled Vehicle Detection for Urban Security and Forensics Applications

2024 · Murat Bakirci, Irem Bayraktar · International Symposium on Digital Forensics and Security (ISDFS) · 32

Boosting Aircraft Monitoring and Security through Ground Surveillance Optimization with YOLOv9

2024 · Murat Bakirci, Irem Bayraktar · International Symposium on Digital Forensics and Security (ISDFS) · 25

Assessment of YOLO11 for Ship Detection in SAR Imagery Under Open Ocean and Coastal Challenges

2024 · Murat Bakirci, Irem Bayraktar · International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE) · 24

Harnessing UAV Technology and YOLOv9 Algorithm for Real-Time Forest Fire Detection

2024 · Murat Bakirci, Irem Bayraktar · International Russian Automation Conference (RusAutoCon) · 21

Integrating UAV-Based Aerial Monitoring and SSD for Enhanced Traffic Management in Smart Cities

2024 · Murat Bakirci, Irem Bayraktar · Mediterranean Smart Cities Conference (MSCC) · 20

Attention-Augmented YOLO11 for High-Precision Aircraft Detection in Synthetic Aperture Radar Imagery

2025 · Irem Bayraktar, Murat Bakirci · International Conference on Digital Signal Processing and its Applications (DSPA) · 17

The Cutting-Edge YOLO11 for Advanced Aircraft Detection in Synthetic Aperture Radar (SAR) Imagery

2024 · Murat Bakirci, Irem Bayraktar · International Symposium on Innovative Approaches in Smart Technologies (ISAS) · 17

AI-Driven Micro Defect Detection for Aerospace-Grade Metal Surface Quality Control in Smart Manufacturing

2025 · Murat Bakirci, Irem Bayraktar · International Russian Smart Industry Conference (SmartIndustryCon) · 14

Comparative Performance of YOLOv9 and YOLOv10 for Vehicle Detection Towards Real-Time Traffic Surveillance with UAVs

2024 · Murat Bakirci, Irem Bayraktar · International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE) · 13

Refining Transportation Automation with Convolutional Neural Network-Based Vehicle Detection via UAVs

2024 · Murat Bakirci, Irem Bayraktar · International Russian Automation Conference (RusAutoCon) · 13

Improving Coastal and Port Management in Smart Cities with UAVs and Deep Learning

2024 · Murat Bakirci, Irem Bayraktar · Mediterranean Smart Cities Conference (MSCC) · 12

Synthetic Data-Enhanced Microcrack Detection in Photovoltaic (PV) Cells Using YOLO11 for Smart Industry Applications

2025 · Murat Bakirci, Irem Bayraktar · International Russian Smart Industry Conference (SmartIndustryCon) · 7

Challenges and Advances in UAV-Based Vehicle Detection Using YOLOv9 and YOLOv10

2024 · Murat Bakirci, Petro Dmytrovych, et al. · IEEE International Conference Actual Problems of Unmanned Aerial Vehicles Developments (APUAVD) · 5

Decentralized Graph-Reinforced Learning Architecture for Autonomous Airspace Coordination under Uncertainty

2026 · Irem Bayraktar, Murat Bakirci · International Informatics and Software Engineering Conference (IISEC) · 2

Automated Aircraft Surface Anomaly Identification Using Deep Learning-Based Object Detectors

2025 · Murat Bakirci, Irem Bayraktar · International Russian Automation Conference (RusAutoCon) · 2

Assessing YOLOv8 Performance and Limitations in Aircraft and Ship Detection from Satellite Images

2024 · Nahom Etnubarhi, Hale Filiz Pirehen, et al. · Innovations in Intelligent Systems and Applications Conference (ASYU) · 2

Comparative Performance Analysis of YOLOv5 and YOLOv8 for Aerial Surveillance in Smart Traffic Management

2024 · Sujal Nagpal, Nahom Etnubarhi, et al. · Innovations in Intelligent Systems and Applications Conference (ASYU) · 2

Federated Edge–Cloud Optimization for Lightweight Deep Learning Models in Airborne Visual Industrial Monitoring

2026 · Irem Bayraktar, Murat Bakirci · International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM) · 1

Decoding Ship Signatures in SAR Imagery Using Deep Learning for Maritime Surveillance

2025 · Braidy Mason Oliverson, Wali Bandyopadhyay, et al. · International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE) · 1

Intelligent Detection of Passive and Active Components in PCB Imagery Using YOLOv12 for Automated Inspection Systems

2025 · Murat Bakirci, Irem Bayraktar · International Russian Automation Conference (RusAutoCon) · 1

LEO Satellites: Enhancing Connectivity and Data Collection Across Industries

2025 · Nimet Selen Yesilkaya, Irem Bayraktar · Communications in computer and information science · 1

Transformer-Based Small Object Detection in UAV Aerial Imagery Using Edge Artificial Intelligence

2026 · Tugce Calkinsin, Irem Bayraktar · Communications in computer and information science

Designing Robust UAV Object Detection Systems for Real-World Scenarios

2026 · Tugce Calkinsin, Irem Bayraktar · Communications in computer and information science

Works count: 39

Citation count: 320

H-index: 12

I10-index: 13