You are currently on the new version of our website. Access the old version .

144 Results Found

  • Article
  • Open Access
11 Citations
8,307 Views
17 Pages

Event-Based Visual/Inertial Odometry for UAV Indoor Navigation

  • Ahmed Elamin,
  • Ahmed El-Rabbany and
  • Sunil Jacob

25 December 2024

Indoor navigation is becoming increasingly essential for multiple applications. It is complex and challenging due to dynamic scenes, limited space, and, more importantly, the unavailability of global navigation satellite system (GNSS) signals. Recent...

  • Article
  • Open Access
1,411 Views
24 Pages

Adaptive Covariance Matrix for UAV-Based Visual–Inertial Navigation Systems Using Gaussian Formulas

  • Yangzi Cong,
  • Wenbin Su,
  • Nan Jiang,
  • Wenpeng Zong,
  • Long Li,
  • Yan Xu,
  • Tianhe Xu and
  • Paipai Wu

1 August 2025

In a variety of UAV applications, visual–inertial navigation systems (VINSs) play a crucial role in providing accurate positioning and navigation solutions. However, traditional VINS struggle to adapt flexibly to varying environmental condition...

  • Feature Paper
  • Article
  • Open Access
12 Citations
6,343 Views
14 Pages

The HDIN Dataset: A Real-World Indoor UAV Dataset with Multi-Task Labels for Visual-Based Navigation

  • Yingxiu Chang,
  • Yongqiang Cheng,
  • John Murray,
  • Shi Huang and
  • Guangyi Shi

11 August 2022

Supervised learning for Unmanned Aerial Vehicle (UAVs) visual-based navigation raises the need for reliable datasets with multi-task labels (e.g., classification and regression labels). However, current public datasets have limitations: (a) Outdoor d...

  • Article
  • Open Access
3 Citations
4,382 Views
15 Pages

A Visual Navigation Algorithm for UAV Based on Visual-Geography Optimization

  • Weibo Xu,
  • Dongfang Yang,
  • Jieyu Liu,
  • Yongfei Li and
  • Maoan Zhou

10 July 2024

The estimation of Unmanned Aerial Vehicle (UAV) poses using visual information is essential in Global Navigation Satellite System (GNSS)-denied environments. In this paper, we propose a UAV visual navigation algorithm based on visual-geography Bundle...

  • Article
  • Open Access
7 Citations
4,257 Views
37 Pages

25 February 2023

This article proposes a method to diminish the horizontal position drift in the absence of GNSS (Global Navigation Satellite System) signals experienced by the VNS (Visual Navigation System) installed onboard a UAV (Unmanned Air Vehicle) by supplemen...

  • Article
  • Open Access
934 Views
19 Pages

A Microwave Vision-Enhanced Environmental Perception Method for the Visual Navigation of UAVs

  • Rui Li,
  • Dewei Wu,
  • Peiran Li,
  • Chenhao Zhao,
  • Jingyi Zhang and
  • Jing He

19 June 2025

Visual navigation technology holds significant potential for applications involving unmanned aerial vehicles (UAVs). However, the inherent spectral limitations of optical-dependent navigation systems prove particularly inadequate for high-altitude lo...

  • Article
  • Open Access
4 Citations
3,180 Views
20 Pages

7 November 2024

Using images captured by drone cameras and comparing them with known Google satellite maps to obtain the current location of the drone is an important way of UAV navigation in GPS-denied environments. But, due to inherent modality differences and sig...

  • Review
  • Open Access
31 Citations
4,923 Views
22 Pages

3 March 2024

Sudden disasters often result in significant losses of human lives and property, and emergency rescue is a necessary response to disasters. In recent years, with the development of electric unmanned aerial vehicles (UAVs) and artificial intelligence...

  • Article
  • Open Access
32 Citations
10,162 Views
16 Pages

An End-to-End UAV Simulation Platform for Visual SLAM and Navigation

  • Shengyang Chen,
  • Weifeng Zhou,
  • An-Shik Yang,
  • Han Chen,
  • Boyang Li and
  • Chih-Yung Wen

19 January 2022

Visual simultaneous localization and mapping (v-SLAM) and navigation of unmanned aerial vehicles (UAVs) are receiving increasing attention in both research and education. However, extensive physical testing can be expensive and time-consuming due to...

  • Proceeding Paper
  • Open Access
2,134 Views
7 Pages

Unmanned aerial vehicle (UAV) navigation in indoor environments is challenging due to varying light conditions, the dynamic clutter typical of indoor spaces, and the absence of GNSS signals. In response to these complexities, emerging sensors, such a...

  • Article
  • Open Access
5 Citations
5,969 Views
29 Pages

2 January 2025

The under-canopy environment, which is inherently inaccessible to humans, necessitates the use of unmanned aerial vehicles (UAVs) for data collection. The implementation of UAV autonomous navigation in such environments faces challenges, including de...

  • Article
  • Open Access
1,082 Views
20 Pages

A New Algorithm for Visual Navigation in Unmanned Aerial Vehicle Water Surface Inspection

  • Jianfeng Han,
  • Xiongwei Gao,
  • Lili Song,
  • Jiandong Fang,
  • Yongzhao Tao,
  • Haixin Deng and
  • Jie Yao

20 April 2025

Water surface inspection is a crucial instrument for safeguarding the aquatic environment. UAVs enhance the efficiency of water area inspections due to their high mobility and extensive coverage. This paper introduces two UAV inspection methodologies...

  • Article
  • Open Access
38 Citations
5,476 Views
24 Pages

Obtaining World Coordinate Information of UAV in GNSS Denied Environments

  • Chengbin Chen,
  • YaoYuan Tian,
  • Liang Lin,
  • SiFan Chen,
  • HanWen Li,
  • YuXin Wang and
  • KaiXiong Su

15 April 2020

GNSS information is vulnerable to external interference and causes failure when unmanned aerial vehicles (UAVs) are in a fully autonomous flight in complex environments such as high-rise parks and dense forests. This paper presents a pan-tilt-based v...

  • Article
  • Open Access
3 Citations
1,439 Views
30 Pages
Electronics2024, 13(24), 4872;https://doi.org/10.3390/electronics13244872 
(registering DOI)

10 December 2024

This study proposes an autonomous recognition and approach method for unmanned aerial vehicles (UAVs) targeting linear splicing sleeves. By integrating deep learning and active stereo vision, this method addresses the navigation challenges faced by U...

  • Article
  • Open Access
86 Citations
13,175 Views
26 Pages

A Vision-Based Approach to UAV Detection and Tracking in Cooperative Applications

  • Roberto Opromolla,
  • Giancarmine Fasano and
  • Domenico Accardo

10 October 2018

This paper presents a visual-based approach that allows an Unmanned Aerial Vehicle (UAV) to detect and track a cooperative flying vehicle autonomously using a monocular camera. The algorithms are based on template matching and morphological filtering...

  • Article
  • Open Access
23 Citations
8,726 Views
25 Pages

25 January 2024

Autonomous Unmanned Aerial Vehicles (UAVs) have possible applications in wildlife monitoring, disaster monitoring, and emergency Search and Rescue (SAR). Autonomous capabilities such as waypoint flight modes and obstacle avoidance, as well as their a...

  • Feature Paper
  • Article
  • Open Access
65 Citations
9,197 Views
29 Pages

Radar and Visual Odometry Integrated System Aided Navigation for UAVS in GNSS Denied Environment

  • Mostafa Mostafa,
  • Shady Zahran,
  • Adel Moussa,
  • Naser El-Sheimy and
  • Abu Sesay

23 August 2018

Drones are becoming increasingly significant for vast applications, such as firefighting, and rescue. While flying in challenging environments, reliable Global Navigation Satellite System (GNSS) measurements cannot be guaranteed all the time, and the...

  • Article
  • Open Access
3 Citations
1,832 Views
24 Pages

19 August 2024

The loop closure detection (LCD) methods in Unmanned Aerial Vehicle (UAV) Visual Inertial Navigation System (VINS) are often affected by issues such as insufficient image texture information and limited observational perspectives, resulting in constr...

  • Article
  • Open Access
2 Citations
1,125 Views
33 Pages

Intelligent Assurance of Resilient UAV Navigation Under Visual Data Deficiency for Sustainable Development of Smart Regions

  • Serhii Semenov,
  • Magdalena Krupska-Klimczak,
  • Olga Wasiuta,
  • Beata Krzaczek,
  • Patryk Mieczkowski,
  • Leszek Głowacki,
  • Jian Yu,
  • Jiang He and
  • Olena Chernykh

1 July 2025

Ensuring the resilient navigation of unmanned aerial vehicles (UAVs) under conditions of limited or unstable sensor information is one of the key challenges of modern autonomous mobility within smart infrastructure and sustainable development. This a...

  • Feature Paper
  • Article
  • Open Access
10 Citations
6,887 Views
18 Pages

An Efficient Framework for Autonomous UAV Missions in Partially-Unknown GNSS-Denied Environments

  • Michael Mugnai,
  • Massimo Teppati Losé,
  • Edwin Paúl Herrera-Alarcón,
  • Gabriele Baris,
  • Massimo Satler and
  • Carlo Alberto Avizzano

18 July 2023

Nowadays, multirotors are versatile systems that can be employed in several scenarios, where their increasing autonomy allows them to achieve complex missions without human intervention. This paper presents a framework for autonomous missions with lo...

  • Article
  • Open Access
13 Citations
6,604 Views
46 Pages

LD-SLAM: A Robust and Accurate GNSS-Aided Multi-Map Method for Long-Distance Visual SLAM

  • Dongdong Li,
  • Fangbing Zhang,
  • Jiaxiao Feng,
  • Zhijun Wang,
  • Jinghui Fan,
  • Ye Li,
  • Jing Li and
  • Tao Yang

9 September 2023

Continuous, robust, and precise localization is pivotal in enabling the autonomous operation of robots and aircraft in intricate environments, particularly in the absence of GNSS (global navigation satellite system) signals. However, commonly employe...

  • Article
  • Open Access
6 Citations
2,888 Views
22 Pages

28 July 2023

To address the limitation and obtain the position of the drone even when the relative poses and intrinsics of the drone camera are unknown, a visual positioning algorithm based on image retrieval called AGCosPlace, which leverages the Transformer arc...

  • Article
  • Open Access
9 Citations
2,890 Views
20 Pages

M-O SiamRPN with Weight Adaptive Joint MIoU for UAV Visual Localization

  • Kailin Wen,
  • Jie Chu,
  • Jiayan Chen,
  • Yu Chen and
  • Jueping Cai

7 September 2022

Vision-based unmanned aerial vehicle (UAV) localization is capable of providing real-time coordinates independently during GNSS interruption, which is important in security, agriculture, industrial mapping, and other fields. owever, there are problem...

  • Article
  • Open Access
1 Citations
1,749 Views
15 Pages

Visual Navigation Algorithms for Aircraft Fusing Neural Networks in Denial Environments

  • Yang Gao,
  • Yue Wang,
  • Lingyun Tian,
  • Dongguang Li and
  • Fenming Wang

24 July 2024

A lightweight aircraft visual navigation algorithm that fuses neural networks is proposed to address the limited computing power issue during the offline operation of aircraft edge computing platforms in satellite-denied environments with complex wor...

  • Article
  • Open Access
20 Citations
9,859 Views
21 Pages

5 December 2018

Visual-inertial odometry (VIO) has recently received much attention for efficient and accurate ego-motion estimation of unmanned aerial vehicle systems (UAVs). Recent studies have shown that optimization-based algorithms achieve typically high accura...

  • Article
  • Open Access
16 Citations
6,000 Views
25 Pages

MU R-CNN: A Two-Dimensional Code Instance Segmentation Network Based on Deep Learning

  • Baoxi Yuan,
  • Yang Li,
  • Fan Jiang,
  • Xiaojie Xu,
  • Yingxia Guo,
  • Jianhua Zhao,
  • Deyue Zhang,
  • Jianxin Guo and
  • Xiaoli Shen

13 September 2019

In the context of Industry 4.0, the most popular way to identify and track objects is to add tags, and currently most companies still use cheap quick response (QR) tags, which can be positioned by computer vision (CV) technology. In CV, instance segm...

  • Review
  • Open Access
220 Citations
61,277 Views
41 Pages

Vision-Based Navigation Techniques for Unmanned Aerial Vehicles: Review and Challenges

  • Muhammad Yeasir Arafat,
  • Muhammad Morshed Alam and
  • Sangman Moh

27 January 2023

In recent years, unmanned aerial vehicles (UAVs), commonly known as drones, have gained increasing interest in both academia and industries. The evolution of UAV technologies, such as artificial intelligence, component miniaturization, and computer v...

  • Article
  • Open Access
12 Citations
2,692 Views
18 Pages

12 October 2023

The identification and classification of obstacles in navigable and non-navigable regions, as well as the measurement of distances, are crucial topics of investigation in the field of autonomous navigation for unmanned surface vehicles (USVs). Curren...

  • Review
  • Open Access
64 Citations
18,428 Views
35 Pages

11 April 2023

The employment of unmanned aerial vehicles (UAVs) has greatly facilitated the lives of humans. Due to the mass manufacturing of consumer unmanned aerial vehicles and the support of related scientific research, it can now be used in lighting shows, ju...

  • Article
  • Open Access
6 Citations
6,076 Views
20 Pages

UAV Autonomous Navigation System Based on Air–Ground Collaboration in GPS-Denied Environments

  • Pengyu Yue,
  • Jing Xin,
  • Yan Huang,
  • Jiahang Zhao,
  • Christopher Zhang,
  • Wei Chen and
  • Mao Shan

16 June 2025

This paper explores breakthroughs from the perspective of UAV navigation architectures and proposes a UAV autonomous navigation method based on aerial–ground cooperative perception to address the challenge of UAV navigation in GPS-denied and un...

  • Article
  • Open Access
6 Citations
4,061 Views
23 Pages

30 August 2023

Visual navigation based on image matching has become one of the most important research fields for UAVs to achieve autonomous navigation, because of its low cost, strong anti-jamming ability, and high performance. Currently, numerous positioning and...

  • Article
  • Open Access
756 Views
19 Pages

17 November 2025

The employment of linear features to enhance the positioning precision and robustness of point-based VIO (visual-inertial odometry) has attracted mounting attention, especially for UAV (unmanned aerial vehicle) applications where reliable 6-DoF pose...

  • Article
  • Open Access
23 Citations
7,656 Views
23 Pages

A ROS Multi-Tier UAV Localization Module Based on GNSS, Inertial and Visual-Depth Data

  • Angelos Antonopoulos,
  • Michail G. Lagoudakis and
  • Panagiotis Partsinevelos

24 May 2022

Uncrewed aerial vehicles (UAVs) are continuously gaining popularity in a wide spectrum of applications, while their positioning and navigation most often relies on Global Navigation Satellite Systems (GNSS). However, numerous conditions and practices...

  • Article
  • Open Access
4 Citations
2,052 Views
23 Pages

IVU-AutoNav: Integrated Visual and UWB Framework for Autonomous Navigation

  • Shuhui Bu,
  • Jie Zhang,
  • Xiaohan Li,
  • Kun Li and
  • Boni Hu

22 February 2025

To address the inherent scale ambiguity and positioning drift in monocular visual Simultaneous Localization and Mapping (SLAM), this paper proposes a novel localization method that integrates monocular visual SLAM with Ultra-Wideband (UWB) ranging in...

  • Article
  • Open Access
2 Citations
2,423 Views
22 Pages

A Sensor Fusion Approach to Observe Quadrotor Velocity

  • José Ramón Meza-Ibarra,
  • Joaquín Martínez-Ulloa,
  • Luis Alfonso Moreno-Pacheco and
  • Hugo Rodríguez-Cortés

3 June 2024

The growing use of Unmanned Aerial Vehicles (UAVs) raises the need to improve their autonomous navigation capabilities. Visual odometry allows for dispensing positioning systems, such as GPS, especially on indoor flights. This paper reports an effort...

  • Article
  • Open Access
1 Citations
3,633 Views
22 Pages

Multimodal AI for UAV: Vision–Language Models in Human– Machine Collaboration

  • Maroš Krupáš,
  • Ľubomír Urblík and
  • Iveta Zolotová

6 September 2025

Recent advances in multimodal large language models (MLLMs)—particularly vision– language models (VLMs)—introduce new possibilities for integrating visual perception with natural-language understanding in human–machine collabo...

  • Review
  • Open Access
40 Citations
10,427 Views
20 Pages

Impact of UAV Hardware Options on Bridge Inspection Mission Capabilities

  • Zahra Ameli,
  • Yugandhar Aremanda,
  • Wilhelm A. Friess and
  • Eric N. Landis

28 February 2022

Uncrewed Aerial Vehicles (UAV) constitute a rapidly evolving technology field that is becoming more accessible and capable of supplementing, expanding, and even replacing some traditionally manual bridge inspections. Given the classification of the b...

  • Article
  • Open Access
4 Citations
4,601 Views
24 Pages

A Simultaneous Control, Localization, and Mapping System for UAVs in GPS-Denied Environments

  • Rodrigo Munguia,
  • Antoni Grau,
  • Yolanda Bolea and
  • Guillermo Obregón-Pulido

18 January 2025

Unmanned Aerial Vehicles (UAVs) have gained significant attention due to their versatility in applications such as surveillance, reconnaissance, and search-and-rescue operations. In GPS-denied environments, where traditional navigation systems fail,...

  • Article
  • Open Access
6 Citations
6,156 Views
26 Pages

A Framework for Autonomous UAV Navigation Based on Monocular Depth Estimation

  • Jonas Gaigalas,
  • Linas Perkauskas,
  • Henrikas Gricius,
  • Tomas Kanapickas and
  • Andrius Kriščiūnas

23 March 2025

UAVs are vastly used in practical applications such as reconnaissance and search and rescue or other missions which typically require experienced operators. Autonomous drone navigation could aid in situations where the environment is unknown, GPS or...

  • Article
  • Open Access
5 Citations
2,756 Views
23 Pages

Design and Experimental Study of a Novel Semi-Physical Unmanned-Aerial-Vehicle Simulation Platform for Optical-Flow-Based Navigation

  • Zhonglin Lin,
  • Weixiong Wang,
  • Yufeng Li,
  • Xinglong Zhang,
  • Tianhong Zhang,
  • Haitao Wang,
  • Xianyu Wu and
  • Feng Huang

15 February 2023

In the process of unmanned aerial vehicle (UAV) visual-navigation-algorithm design and accuracy verification, the question of how to develop a high-precision and high-reliability semi-physical simulation platform has become a significant engineering...

  • Article
  • Open Access
157 Citations
31,588 Views
35 Pages

28 March 2022

This article presents a survey of simultaneous localization and mapping (SLAM) and data fusion techniques for object detection and environmental scene perception in unmanned aerial vehicles (UAVs). We critically evaluate some current SLAM implementat...

  • Article
  • Open Access
3 Citations
2,291 Views
19 Pages

The Global Navigation Satellite System (GNSS) is widely used in various applications of UAVs (unmanned aerial vehicles) that require precise positioning or navigation. However, GNSS signals can be blocked in specific environments and are susceptible...

  • Article
  • Open Access
10 Citations
3,297 Views
25 Pages

Research on Unmanned Aerial Vehicle (UAV) Visual Landing Guidance and Positioning Algorithms

  • Xiaoxiong Liu,
  • Wanhan Xue,
  • Xinlong Xu,
  • Minkun Zhao and
  • Bin Qin

12 June 2024

Considering the weak resistance to interference and generalization ability of traditional UAV visual landing navigation algorithms, this paper proposes a deep-learning-based approach for airport runway line detection and fusion of visual information...

  • Review
  • Open Access
57 Citations
12,005 Views
34 Pages

Computer Vision in Autonomous Unmanned Aerial Vehicles—A Systematic Mapping Study

  • Lidia María Belmonte,
  • Rafael Morales and
  • Antonio Fernández-Caballero

5 August 2019

Personal assistant robots provide novel technological solutions in order to monitor people’s activities, helping them in their daily lives. In this sense, unmanned aerial vehicles (UAVs) can also bring forward a present and future model of assi...

  • Article
  • Open Access
12 Citations
3,201 Views
16 Pages

Research on Vision-Based Navigation for Plant Protection UAV under the Near Color Background

  • Hehu Zhang,
  • Xiushan Wang,
  • Ying Chen,
  • Guoqiang Jiang and
  • Shifeng Lin

12 April 2019

GPS (Global Positioning System) navigation in agriculture is facing many challenges, such as weak signals in orchards and the high cost for small plots of farmland. With the reduction of camera cost and the emergence of excellent visual algorithms, v...

  • Review
  • Open Access
57 Citations
9,918 Views
24 Pages

19 October 2021

Limited navigation capabilities of many current robots and UAVs restricts their applications in GPS denied areas. Large aircraft with complex navigation systems rely on a variety of sensors including radio frequency aids and high performance inertial...

  • Article
  • Open Access
3,742 Views
19 Pages

3 February 2021

Pose measurement is a necessary technology for UAV navigation. Accurate pose measurement is the most important guarantee for a UAV stable flight. UAV pose measurement methods mostly use image matching with aircraft models or 2D points corresponding w...

  • Article
  • Open Access
6 Citations
4,625 Views
20 Pages

20 September 2021

Altitude estimation is one of the fundamental tasks of unmanned aerial vehicle (UAV) automatic navigation, where it aims to accurately and robustly estimate the relative altitude between the UAV and specific areas. However, most methods rely on auxil...

  • Article
  • Open Access
6 Citations
1,825 Views
18 Pages

SiamPRA: An Effective Network for UAV Visual Tracking

  • Jiafeng Li,
  • Kang Zhang,
  • Zheng Gao,
  • Liheng Yang and
  • Li Zhuo

The visual navigation system is an important module in intelligent unmanned aerial vehicle (UAV) systems as it helps to guide them autonomously by tracking visual targets. In recent years, tracking algorithms based on Siamese networks have demonstrat...

  • Article
  • Open Access
1,272 Views
24 Pages

Image Matching for UAV Geolocation: Classical and Deep Learning Approaches

  • Fatih Baykal,
  • Mehmet İrfan Gedik,
  • Constantino Carlos Reyes-Aldasoro and
  • Cefa Karabağ

12 November 2025

Today, unmanned aerial vehicles (UAVs) are heavily dependent on Global Navigation Satellite Systems (GNSSs) for positioning and navigation. However, GNSS signals are vulnerable to jamming and spoofing attacks. This poses serious security risks, espec...

of 3