Integrated neural network framework for multi-object detection and recognition using UAV imagery

The outcomes show that the chosen deep learning system is powerful enough to deal with the challenges of aerial vehicle analysis and gives reliable and precise results in all the aforementioned tasks. Combining several advanced models ensures that the system works smoothly even when dealing with problems like people being covered up and varying sizes.

Authors

Institutions

Publication Details

Journal
Frontiers in Neurorobotics
Published
2025-07-30
DOI
https://doi.org/10.3389/fnbot.2025.1643011
Citations
11
Primary Topic
Infrared Target Detection Methodologies
Type
article
Field-Weighted Citation Impact
54.93

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article

Integrated neural network framework for multi-object detection and recognition using UAV imagery

Nouf Abdullah Almujally, Hui Liu, Tingting Xue, Yahya Alqahtani et al.
11 citations
Frontiers in Neurorobotics
Infrared Target Detection Methodologies
54.93
article

Integrated neural network framework for multi-object detection and recognition using UAV imagery

Nouf Abdullah Almujally, Hui Liu, Tingting Xue, Yahya Alqahtani, Ghulam Mujtaba, Ahmad Jalal, Mohammed Alshehri
article en
11 citations

Abstract

The outcomes show that the chosen deep learning system is powerful enough to deal with the challenges of aerial vehicle analysis and gives reliable and precise results in all the aforementioned tasks. Combining several advanced models ensures that the system works smoothly even when dealing with problems like people being covered up and varying sizes.

Frontiers in NeuroroboticsVol. 19
Princess Nourah bint Abdulrahman University (SA), University of Bremen (DE), Korea University (KR), Nanjing University of Information Science and Technology (CN), Nanjing University of Science and Technology (CN), Guodian Institute of Science and Technology (CN), King Khalid University (SA), Air University (PK)
Princess Nourah Bint Abdulrahman University, King Khalid University
Sustainable cities and communities
Openalex Percentile: Top 0%
Infrared Target Detection Methodologies
54.93
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Integrated neural network framework for multi-object detection and recognition using UAV imagery — Nouf Abdullah Almujally, Hui Liu, et al. · Frontiers in Neurorobotics (2025) | TGRS Research Map | TGRS