A survey of deep learning techniques for vehicle detection from UAV images

S Srivastava, S Narayan, S Mittal - Journal of Systems Architecture, 2021 - Elsevier
Abstract “Unmanned aerial vehicles”(UAVs) are now being used for a wide range of
surveillance applications. Specifically, the detection of on-ground vehicles from UAV images …

Vehicle detection from UAV imagery with deep learning: A review

A Bouguettaya, H Zarzour, A Kechida… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Vehicle detection from unmanned aerial vehicle (UAV) imagery is one of the most important
tasks in a large number of computer vision-based applications. This crucial task needed to …

Deep learning for unmanned aerial vehicle-based object detection and tracking: A survey

X Wu, W Li, D Hong, R Tao, Q Du - IEEE Geoscience and …, 2021 - ieeexplore.ieee.org
Owing to effective and flexible data acquisition, unmanned aerial vehicles (UAVs) have
recently become a hotspot across the fields of computer vision (CV) and remote sensing …

M3detr: Multi-representation, multi-scale, mutual-relation 3d object detection with transformers

T Guan, J Wang, S Lan, R Chandra… - Proceedings of the …, 2022 - openaccess.thecvf.com
We present a novel architecture for 3D object detection, M3DETR, which combines different
point cloud representations (raw, voxels, bird-eye view) with different feature scales based …

Towards real-world prohibited item detection: A large-scale x-ray benchmark

B Wang, L Zhang, L Wen, X Liu… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Automatic security inspection using computer vision technology is a challenging task in real-
world scenarios due to various factors, including intra-class variance, class imbalance, and …

[HTML][HTML] A review on object detection in unmanned aerial vehicle surveillance

A Ramachandran, AK Sangaiah - International Journal of Cognitive …, 2021 - Elsevier
Purpose Computer vision in drones has gained a lot of attention from artificial intelligence
researchers. Providing intelligence to drones will resolve many real-time problems …

A systematic review of drone based road traffic monitoring system

I Bisio, C Garibotto, H Haleem, F Lavagetto… - Ieee …, 2022 - ieeexplore.ieee.org
Drone deployment has become crucial in a variety of applications, including solutions to
traffic issues in metropolitan areas and highways. On the other hand, data collected via …

Fine-tuned YOLOv5 for real-time vehicle detection in UAV imagery: Architectural improvements and performance boost

MH Hamzenejadi, H Mohseni - Expert Systems with Applications, 2023 - Elsevier
Abstract Nowadays, Unmanned Aerial Vehicles (UAVs) have become useful for various civil
applications, such as traffic monitoring and smart parkings, where real-time vehicle detection …

Industrial UAV-based unsupervised domain adaptive crack recognitions: From database towards real-site infrastructural inspections

K Liu, BM Chen - IEEE Transactions on Industrial Electronics, 2022 - ieeexplore.ieee.org
The defect diagnosis of modern infrastructures is crucial to public safety. In this work, we
propose an unsupervised domain adaptive crack recognition framework. To fulfill the …

Target object detection from Unmanned Aerial Vehicle (UAV) images based on improved YOLO algorithm

A Jawaharlalnehru, T Sambandham, V Sekar… - Electronics, 2022 - mdpi.com
Aerial image-based target object detection has several glitches such as low accuracy in
multi-scale target detection locations, slow detection, missed targets, and misprediction of …