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Proposer
Radu-Casian Mihailescu
Title
Efficient Strategies for Small-Object Detection in UAV Imagery
Goal
Description
Small-object detection in unmanned aerial vehicle (UAV) imagery is critical for numerous real-world applications, including search-and-rescue, traffic monitoring, and environmental surveillance. However, these tasks are challenging due to the small size of target objects, cluttered backgrounds, and the limited resolution of aerial images. Conventional multi-scale fusion techniques improve detection but often introduce computational complexity and degrade fine visual details—making them less suitable for deployment on resource-constrained UAV platforms. Research Problem: How can small-object detection in UAV imagery be improved to balance accuracy, efficiency, and robustness in visually complex and resource-limited environments?
Resources
Background
Url
Difficulty Level
Moderate
Ethical Approval
None
Number Of Students
1
Supervisor
Radu-Casian Mihailescu
Keywords
Degrees
Bachelor of Science in Computer Science
Bachelor of Science in Computer Systems
Bachelor of Science in Information Systems
Master of Engineering in Software Engineering
Master of Design in Games Design and Development
Master of Science in Artificial Intelligence
Master of Science in Artificial Intelligence with SMI
Master of Science in Business Information Management
Master of Science in Computer Science for Cyber Security
Master of Science in Computer Systems Management
Master of Science in Computing (2 Years)
Master of Science in Data Science
Master of Science in Human Robot Interaction
Master of Science in Information Technology (Business)
Master of Science in Information Technology (Software Systems)
Master of Science in Network Security
Master of Science in Robotics
Master of Science in Software Engineering
Bachelor of Science in Computing Science
Bachelor of Engineering in Robotics
Bachelor of Science in Computer Science (Cyber Security)
Master of Science in Robotics with Industrial Application
Postgraduate Diploma in Artificial Intelligence
Bachelor of Science in Statistical Data Science
BSc Data Sciences