This project titled " UAV Photogrammetry Current Online Educational Landscape" funded by the ISPRS Capacity Building Initiative 2024, is carried out by the ITC faculty team at the UAV Center. the project focuses on the growing field of UAV photogrammetry, a vital tool for applications such as disaster management, food security, and mapping. As demand for online education in this area increases, the project addresses the challenge of navigating the vast array of available resources. Our team has compiled a comprehensive inventory of UAV photogrammetry courses, categorized by educational level, and evaluated relevant UAV datasets and software tools to support both training and professional applications.
This catalogue includes UAV photogrammetry courses, software packages, and datasets collected since 2022. It is not exhaustive, and some information may be incomplete or outdated. Users should refer to original sources for the latest details. Inclusion does not imply endorsement, and we are not responsible for inaccuracies or decisions based on this content.
Courses
Introductory Courses
No. | 1 | 2 | 3 | 4 | 5 | 6 |
Institution Name | DartDrones | University of Alaska Fairbanks | Duke University | Pix4d | Drone Valk | Drone Valk |
Type of the institutions | Profit/ Private Institutions | Educational Institutions | Educational Institutions | Profit/ Private Institutions | Profit/ Private Institutions | Profit/ Private Institutions |
Course Name | Aerial Mapping and Modeling with DroneDeploy Workshop | AlaskaX: Unmanned Aerial Systems (UAS): Fundamentals | Drones for Environmental Science | Pix4D Essentials certifications | DRONE - IMAGE SURVEYING AND PROCESSING | GIS with ArcGIS - Basic to Advanced |
Duration ( partially or full time) | 2 weeks | 4 weeks | 12 Hours | 6-12 hours | 10.5 Hours of videos | 9 Hours and 40 min. of videos |
Course fees/ Currency | 780 US dollar | 230 Euro | Paid | 290 US dollar | 19.99 Euro | 39.9 Euro |
Credits (ECTs) | None | NA | None | None | None | None |
Main Language or Languages | English | English | English with 21 online translation | English | Portuguese | Portuguese |
Delivery Method | Interactive | Self-paced | Self-paced | Self-paced | Self-paced | Self-paced |
Application Fields | Surveying and mapping | Geospatial science | Environmental Science and monitoring | Depends on the course, such as Photogrammetry, Agriculture, survey | Surveying and mapping | Surveying and mapping, digital satellite image processing, Geostatistics, water management |
Prerequisites Knowledge | To get the most out of this class, we recommend that you have: 5+ hours of flight time.Part 107 Certificate. Your drone will need to be compatible with DroneDeploy™ software. | None | None | Depend on the course, several courses available. | None | the student must have knowledge of the Windows platform and basic knowledge of Cartography |
Level of the target participants | professionals | Beginners, students and professionals | Beginners, students and professionals | Beginners, Students, Professionals | Beginners, students and professionals | Professionals |
Course Description | Curriculum Designed:
| Learn the fundamentals of unmanned aerial systems (UAS) including terminology, types of platforms, flight physics, and selection of UAS for specific needs and applications | There are 4 modules in this course: *How can drones be used for good in environmental science? What types of data can scientists collect, and how should they go about collecting it using drones? Why should someone integrate drones into their existing career or pursue this field? *This Duke Environment+ course serves as an introduction for anyone interested in learning more about drone use in the environmental sciences. No background knowledge in drones is assumed or necessary. *Over the course of four weeks, you will discover the basics of drone use in the environmental sciences, including specific benefits of using drones for scientific research; types of drones and how they are used for different purposes and missions; and best research practices, including legal and ethical concerns. The final week of the course will help you get started on exploring different career paths that involve drones by introducing you to professionals working with this technology in the environmental sciences. *By the end of the course, you should be better equipped to consider how to use drones for your own research interests, and you will be better prepared for the more in-depth Environment+ course sequence UAS Applicants and Operations in Environmental Science, should you decide to continue your studies. | Several courses available: Become Pix4D certified on essential photogrammetry concepts, including data acquisition, measurements, editing, and visualization tasks or Learn industry-specific and in-depth concepts | The drone course was developed to provide students with the best possible theoretical and practical experience. It brings together theoretical and practical information based on what the market needs most today. It is a completely structured course for anyone to learn, regardless of whether they have previous knowledge of drones or not. In addition, we have qualified professionals to support our students with any questions they may have during our group and individual mentoring sessions. Our individual mentoring process for those who want to start a business in this area, along with digital marketing, is also a way to develop students for the market, help them to obtain services and even formulate their first budgets. | In the Introduction to ArcGIS Software Course, we consider that everyone present is having their first contacts with the program. By participating in this course, the student will be led in the process of initiating projects involving thematic mapping and Geographic Information Systems (GIS), through integration with geospatial databases to the production of a complete layout of the map for printing. *In the part of the ArcGIS Software Intermediate and Advanced Use Course, the participant will learn about more complex features of the program for varied applications such as digital satellite image processing, Geostatistics, watershed delimitation, among several other topics. Course content *3 sections: Introduction, Drone and Sig with ArcGIS and Pix4D, Drone, ArcGIS and Marketplace |
Learning outcomes | NA |
|
| learning outcomes depend on the course. Several courses available |
| NA |
Course URL | https://www.coursera.org/learn/drones-for-environmental-science | https://www.udemy.com/course/sig-com-arcgis-basico-ao-avancado/?couponCode=ST10MT8624 |
Intermediate Courses
No. | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
Institution Name | The Pennsylvania State University | Wageningen University & Research | Wageningen University & Research | Wageningen University & Research | Pix4d | Drone Valk | Drone Valk | Duke University |
Type of the institutions | Educational Institutions | Profit/ Private Institutions | Educational Institutions | Educational Institutions | Profit/ Private Institutions | Profit/ Private Institutions | Profit/ Private Institutions | Educational Institutions |
Course Name | Unmanned Aerial Systems | Drones for Agriculture: Prepare and Design Your Drone (UAV) Mission | Drones for Agriculture: Prepare and Design Your Drone (UAV) Mission | Drones for Agriculture: Advanced Sensing and Analysis | Pix4D Essentials certifications | DRONE - IMAGE SURVEYING AND PROCESSING | GIS with ArcGIS - Basic to Advanced | UAS Applications and Operations in Environmental Science courses series |
Duration ( partially or full time) | 10 weeks | 6 weeks/ | 3 weeks | 6-12 hours | 10.5 Hours of videos | 9 Hours and 40 min. of videos | 18 weeks | |
Course fees/ Currency | NA | 193 Euro | 140 US dollar | 209 US dollar | 290 US dollar | 19.99 Euro | 39.9 Euro | 2000 US dollar per course- Entire Sequence 4,200 US dollar |
Credits (ECTs) | 3 ECTs | None | None | None | None | None | None | 2.5 ECTs |
Main Language or Languages | English | English | English | English | English | Portuguese | Portuguese | English |
Delivery Method | Interactive | Self-paced | Self-paced | Self-paced | Self-paced | Self-paced | Self-paced | Interactive |
Application Fields | Geospatial science | Agriculture | Hyperspectral Imaging, Data Processing, Crop Management, Light Detection And Ranging (LiDAR), Agriculture | Remote Sensing, Planning Tools, Data Visualization, Unmanned Aerial Vehicle, Aerial Surveys, Workflow Management, Aerial Photography, Image Resolution, Unmanned Aerial Systems (UAS), Agriculture, Planning | Depends on the course, such as Photogrammetry, Agriculture, survey | Surveying and mapping | Surveying and mapping, digital satellite image processing, Geostatistics, water management | Environmental Science and monitoring, UAV operations |
Prerequisites Knowledge | There are no formal prerequisites for graduate students taking this course. However, prospective students should have some working knowledge of the following topics, covered in Georg 480, 482, 483:
| do not need any prerequisite knowledge. Nonetheless, being a computer software enthusiast will help a lot! | *A basic understanding of physics and statistics with an interest in agriculture. *MOOC "Drones for Agriculture: Prepare and Design Your Drone (UAV) Mission" or equivalent skills. *Familiarity with scripting languages will help you to get the most out of this online course. | None, Nonetheless, being a computer software enthusiast will help a lot! | Depend on the course, several courses available. | None | the student must have knowledge of the Windows platform and basic knowledge of Cartography | No information |
Level of the target participants | Students | professionals | Professionals | Students, Professionals | Beginners, Students, Professionals | Beginners, students and professionals | Professionals | Students, Professionals |
Course Description |
| After finishing this online course you will have gained full understanding of the aerial mapping workflow and how to implement it in a programmable small drone. You will know which steps you need to take to gain the valuable insights you are looking for. | Syllabus 1. Advanced remote sensing with UAVs In the opening module, you will enter the world of UAV remote sensing. We will introduce you to different sensing techniques (multispectral, hyperspectral, thermal and LiDAR). You will then learn how these sensors operate and how they can be used for agricultural monitoring. 2. UAV data processing in practice In this part, we will focus on the intricacies of UAV data processing with hands-on exercises. You will learn how to design and implement processing workflows for different datasets and specific agricultural scenarios. This experience will also enable you to effectively evaluate analysis outputs. | Module 1: Remote Sensing, UAV's and Applications In this module you will learn about what Remote Sensing is and how we can use UAVs as tool for our applications. We will explore the possibilities that airborne technology offers. Module 2: Planning a mission and acquiring the data During module 2 we will cover the steps that need to be followed when planning a mission, how to do it, what is needed and what to look out for and how the data is acquired. Module 3: From acquisition to visualisation Module 3 focuses on evaluating and processing the data that we have obtained during the mission and how we can process it to deliver a product instead of just a photo gallery! This module will also show some simple examples of data processing techniques used in academia and professional work | Several courses available: Become Pix4D certified on essential photogrammetry concepts, including data acquisition, measurements, editing, and visualization tasks or Learn industry-specific and in-depth concepts | The drone course was developed to provide students with the best possible theoretical and practical experience. It brings together theoretical and practical information based on what the market needs most today. It is a completely structured course for anyone to learn, regardless of whether they have previous knowledge of drones or not. In addition, we have qualified professionals to support our students with any questions they may have during our group and individual mentoring sessions. Our individual mentoring process for those who want to start a business in this area, along with digital marketing, is also a way to develop students for the market, help them to obtain services and even formulate their first budgets. It is, without a doubt, the most complete course on the market and the one that provides the most personal and professional development. | In the Introduction to ArcGIS Software Course, we consider that everyone present is having their first contacts with the program. By participating in this course, the student will be led in the process of initiating projects involving thematic mapping and Geographic Information Systems (GIS), through integration with geospatial databases to the production of a complete layout of the map for printing. In the part of the ArcGIS Software Intermediate and Advanced Use Course, the participant will learn about more complex features of the program for varied applications such as digital satellite image processing, Geostatistics, watershed delimitation, among several other topics. Course content 3 sections: Introduction, Drone and Sig with ArcGIS and Pix4D, Drone, ArcGIS and Marketplace | Many aviation training programs are conducted as though they are an end unto themselves, with becoming a pilot or remote pilot representing the primary goal. Our approach to aviation focuses on a set of inspirational environmental science examples, where those with interest or aptitude in the environment gain foundational knowledge and skills through linked examples of how aviation can be applied in this field. Our course sequence employs two powerful hooks to gain and maintain the attention of students and to convey key scientific aviation concepts: Unoccupied Aircraft Systems (UAS, aka drones) are presently an inspirational technology that can be used to engage on basic aviation concepts, from the physics of flight to operational themes like air space management. There has been significant growth in environmental science education and careers focused on changing earth systems and sustainable development challenges faced nationally and globally. Aviation support is a key element to many environmental science programs, but students rarely consider this as a viable pathway for an aviation career. Enter the concept of the Scientist Pilot, an aviation professional focused on providing key services to environmental programs using drones. Three Course Sequence: 1 Introduction to UAS in Biology, Ecology, and Conservation Discover the foundations of revolutionary drone technology and how it’s being applied in environmental science and management. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Identify how drones can be applied in research, including your own 2 UAS operations for Environmental Scientists Learn the basics of drone flight operations, how to become legally certified, and how to fly effectively for scientific research purposes. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Become the Scientist Pilot! 3 Quantitative analysis of UAS data Gain hands-on experience with drone data and modern analytical software needed to assess habitat changes, count animal populations, study animal health and behavior, and assess ecosystem relationships. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Use drone data to test scientific hypotheses and communicate research results. |
Learning outcomes |
|
|
|
| learning outcomes depend on the course. Several courses available |
| NA |
|
Course URL | https://www.mooc-list.com/course/drones-agriculture-prepare-and-design-your-drone-uav-mission-edx | https://www.wur.nl/en/show/Drones-for-Agriculture-Prepare-and-Design-Your-Drone-UAV-Mission.htm | https://www.udemy.com/course/sig-com-arcgis-basico-ao-avancado/?couponCode=ST10MT8624 |
Advanced courses
No. | 1 | 2 | 3 | 4 | 6 |
Institution Name | Pix4d | Drone Valk | Drone Valk | University of Twente/ ITC Faculty | Duke University |
Type of the institutions | Profit/ Private Institutions | Profit/ Private Institutions | Profit/ Private Institutions | Educational Institutions | Educational Institutions |
Course Name | Pix4D Essentials certifications | DRONE - IMAGE SURVEYING AND PROCESSING | GIS with ArcGIS - Basic to Advanced | Earth Observation with Unmanned Aerial Vehicles | UAS Applications and Operations in Environmental Science courses series |
Duration ( partially or full time) | 6-12 hours | 10.5 Hours of videos | 9 Hours and 40 min. of videos | 10 weeks | 18 weeks |
Course fees/ Currency | 290 US dollar | 19.99 Euro | 39.9 Euro | 1395 Euro | 2000 US dollar per course- Entire Sequence 4,200 US dollar |
Credits (ECTs) | None | None | None | 5 ECTs | 2.5 ECTs |
Main Language or Languages | English | Portuguese | Portuguese | English | English |
Delivery Method | Self-paced | Self-paced | Self-paced | Interactive | Interactive |
Application Fields | Depends on the course, such as Photogrammetry, Agriculture, survey | Surveying and mapping | Surveying and mapping, digital satellite image processing, Geostatistics, water management | precision agriculture; mapping applied to water control in rural flood-affected areas; application in AI-based scene understanding. | Environmental Science and monitoring, UAV operations |
Prerequisites Knowledge | Depend on the course, several courses available. | None | the student must have knowledge of the Windows platform and basic knowledge of Cartography | There are no specific admission requirements. Basic knowledge of imagery and using UAVs are positive elements of attending this course. | No information |
Level of the target participants | Beginners, Students, Professionals | Beginners, students and professionals | Professionals | Students | Students, Professionals |
Course Description |
| The drone course was developed to provide students with the best possible theoretical and practical experience. It brings together theoretical and practical information based on what the market needs most today. It is a completely structured course for anyone to learn, regardless of whether they have previous knowledge of drones or not. In addition, we have qualified professionals to support our students with any questions they may have during our group and individual mentoring sessions. Our individual mentoring process for those who want to start a business in this area, along with digital marketing, is also a way to develop students for the market, help them to obtain services and even formulate their first budgets. It is, without a doubt, the most complete course on the market and the one that provides the most personal and professional development. | In the Introduction to ArcGIS Software Course, we consider that everyone present is having their first contacts with the program. By participating in this course, the student will be led in the process of initiating projects involving thematic mapping and Geographic Information Systems (GIS), through integration with geospatial databases to the production of a complete layout of the map for printing. In the part of the ArcGIS Software Intermediate and Advanced Use Course, the participant will learn about more complex features of the program for varied applications such as digital satellite image processing, Geostatistics, watershed delimitation, among several other topics. Course content 3 sections: Introduction, Drone and Sig with ArcGIS and Pix4D, Drone, ArcGIS and Marketplace | The use of Unmanned Aerial Vehicles (UAVs) or drones has surged in the last two decades, leading to remarkable changes in several remote sensing applications. However, the development of best practices for high-quality UAV mapping is often overlooked, representing a drawback for their adoption in different domains. UAV solutions then require an interdisciplinary approach, integrating different expertise and combining several hardware and software components on the same platform. This course aims to deliver theoretical and hands-on knowledge to acquire, process and interpret UAV data. The course addresses three specific and alternative application domains: precision agriculture, mapping applied to water control in rural flood-affected areas and application in AI-based scene understanding. | Many aviation training programs are conducted as though they are an end unto themselves, with becoming a pilot or remote pilot representing the primary goal. Our approach to aviation focuses on a set of inspirational environmental science examples, where those with interest or aptitude in the environment gain foundational knowledge and skills through linked examples of how aviation can be applied in this field. Our course sequence employs two powerful hooks to gain and maintain the attention of students and to convey key scientific aviation concepts: Unoccupied Aircraft Systems (UAS, aka drones) are presently an inspirational technology that can be used to engage on basic aviation concepts, from the physics of flight to operational themes like air space management. There has been significant growth in environmental science education and careers focused on changing earth systems and sustainable development challenges faced nationally and globally. Aviation support is a key element to many environmental science programs, but students rarely consider this as a viable pathway for an aviation career. Enter the concept of the Scientist Pilot, an aviation professional focused on providing key services to environmental programs using drones. Three Course Sequence: 1 Introduction to UAS in Biology, Ecology, and Conservation Discover the foundations of revolutionary drone technology and how it’s being applied in environmental science and management. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Identify how drones can be applied in research, including your own 2 UAS operations for Environmental Scientists Learn the basics of drone flight operations, how to become legally certified, and how to fly effectively for scientific research purposes. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Become the Scientist Pilot! 3 Quantitative analysis of UAS data Gain hands-on experience with drone data and modern analytical software needed to assess habitat changes, count animal populations, study animal health and behavior, and assess ecosystem relationships. (six weeks, asynchronous video lectures and assessments, plus six 1.5 hour in-person synchronous sessions) Goal: Use drone data to test scientific hypotheses and communicate research results. |
Learning outcomes | learning outcomes depend on the course. Several courses available |
| NA | UAVs for precision agriculture In this course, you will gain the skills and knowledge to effectively utilize UAVs in precision agriculture. By the end of the course, you will be able to generate 2D and 3D maps, analyze vegetation and crop health, assess water stress, and even explore topics like wildlife and livestock monitoring. This hands-on training will equip you with the expertise needed to harness spatial data from UAVs for enhanced agricultural practices. UAVs use on mapping for water control in rural flood-affected areas By completing this course, you will acquire the necessary expertise to employ UAVs for mapping in water management and flood control. You will learn how to generate accurate 2D and 3D maps, develop specialized flood analysis products, assess hydraulic properties, and utilize bathymetric tools for water volume calculations. With practical training and comprehensive knowledge, you will be able to compile and apply this information directly in GIS projects for flood modeling and control. UAVs for AI-based scene understanding In the scene understanding module, students will learn the basics of AI and deep learning with specific regard to semantic segmentation and object detection algorithms. The aim will be to use these algorithms to classify the scene acquired by UAV data and detect objects of interest in urban and rural contexts. |
|
Course URL | https://www.udemy.com/course/sig-com-arcgis-basico-ao-avancado/?couponCode=ST10MT8624 | https://www.itc.nl/education/study-finder/earth-observation-with-unmanned-aerial-vehicles/ |
Software
Commercial Software (Paid License)
1. DJI Terra
- Company: N/A
- Headquarters China
- Industries: some examples: Surveying &Mapping, Power Industry, Public Safety, Oil &Gas, Agriculture
- Website
2. Pix4Dmapper
- Company: Pix4D S.A.
- Headquarters Switzerland
- Industries: Surveying &Mapping, Architecture, Engineering, Construction (AEC), Precision Agriculture, Energy, Utilities and Infrastructure, Forensics & Public Safety
- Website
3. Agisoft Metashape
- Company: Agisoft LLC
- Headquarters: Russia
- Industries: NA
- Website
4. DroneDeploy
- Company: DroneDeploy, Inc.
- Headquarters United States
- Industries: Construction, Oil & Gas, Renewable Energy, Agriculture, Mining & Quarries, Utilities, Roofing, Property Management
- Website
5. Propeller
- Company: Propeller Aero Pty Ltd
- Headquarters: Australia
- Industries: Constructions, Aggregates + Mining, Waste management, Survey+Engineering
- Website
6. Mapware
- Company: Mapware
- Headquarters United States
- Industries: Oil & Gas ,utilities, construction, Telecom, Property Management, Agriculture, Public Safety, Defense
- Website
7. DroneMaps by Skycatch
- Company: Skycatch, Inc.
- Headquarters United States
- Industries: N/A
- Website
8. 3D Survey
- Company: 3D Survey
- Headquarters Slovenia
- Industries: Construction, Land surveying, Surface Mining
- Website
9. Pixpro
- Company Name: Pixpro UAB
- Headquarters: Lithuania
- Industries: inspection and measurement, accident documentation, mining maintenance, slope monitoring and landslide prevention, waste management
- Website
10. PhotoModeler
- Company: PhotoModeler Technologies
- Headquarters: Canada
- Industries: Fabrication and Manufacturing, Marine Fabrication, Public Safety and Forensics, Engineering, Architecture, and Surveying, 2D Template Pattern Digitizing, Mining and Geology, Science, Academics, Research, and Education, Film and Animation
- Website
11. 3DF ZEPHYR
- Company: 3DFLOW
- Headquarters: Italy
- Industries: Forensics, Surveying, Archaeology, Architecture, Marine modeling, cultural heritage, Virtual and Augmented Reality, geology, Precision Agriculture, Photogrammetry & BIM
- Website
Dataset
1. Pix4D Dataset
- URL: https://support.pix4d.com/hc/en-us/articles/360000235126
- Description: This dataset provides example projects processed using Pix4D software. It includes datasets for 3D mapping, orthophoto generation, and digital surface model (DSM) production, suitable for applications like construction, agriculture, and site monitoring.
- Application: Photogrammetry, 3D modelling, and precision mapping.
2. AgEagle (SenseFly Resources)
- URL: https://www.sensefly.com/resources/?filter_by=data set
- Description: Contains sample datasets for agricultural mapping, environmental monitoring, and land use studies. It features high-resolution UAV imagery captured using SenseFly drones.
- Application: Precision agriculture and environmental monitoring.
3. Mid-Air Dataset
- URL: https://midair.ulg.ac.be/
- Description: A synthetic dataset designed for drone navigation and perception tasks. It provides simulated aerial data for training autonomous navigation algorithms.
- Application: UAV navigation, reinforcement learning, and computer vision.
4. VisDrone Dataset
- URL: https://github.com/VisDrone/VisDrone-Dataset
- Description: A large-scale dataset for object detection, tracking, and counting in drone-captured videos. It includes annotations for traffic scenes, pedestrian detection, and environmental surveillance.
- Application: Object detection, tracking, and urban monitoring.
5. UAV Sample Dataset
- URL:https://www.iitr.ac.in/uasg2023/sdata.html
- Description: Provides sample UAV datasets for photogrammetry and mapping applications. It contains Orthomosaic and DSM data useful for geospatial research.
- Application: Academic research and photogrammetry studies.
6. ASL Dataset
- URL: https://projects.asl.ethz.ch/datasets/doku.php?id=weedmap:remotesensing2018weedmap
- Description: Focused on remote sensing and vegetation monitoring, this dataset includes imagery for detecting and classifying weeds in agricultural fields.
- Application: Precision agriculture and vegetation classification.
7. Stanford Drone Dataset
- URL: https://cvgl.stanford.edu/projects/uav_data/
- Description: Captures real-world pedestrian and vehicle movement in outdoor environments, annotated for tracking and behaviour analysis.
- Application: Traffic monitoring, pedestrian behaviour analysis, and urban planning.
8. Okutama-Action Dataset
- URL: http://okutama-action.org/
- Description: High-resolution videos of dynamic scenes annotated for human action recognition and detection in aerial views.
- Application: Action recognition and behavioural studies using UAV data.
9. Zurich Urban Micro Aerial Vehicle Dataset
- URL: https://rpg.ifi.uzh.ch/zurichmavdataset.html
- Description: Provides urban aerial imagery and video data, including trajectory information for micro aerial vehicle (MAV) applications.
- Application: Urban planning, trajectory analysis, and aerial mapping.
10. Open Cities AI Challenge Dataset
- URL: https://www.drivendata.org/competitions/60/building-segmentation-disaster-resilience/page/151/
- Description: A dataset focused on building segmentation for disaster resilience. Includes pre- and post-disaster UAV imagery.
- Application: Disaster management and building footprint analysis.
11. IEEE Datasets
- Active Object Detection: https://ieee-dataport.org/documents/active-object-detection-uav-remote-sensing-behavior-cloning-and-shallow-feature-enhanced-q
- Peach Tree Disease Detection: https://ieee-dataport.org/documents/peach-tree-disease-detection-dataset
- Description: Offers datasets for active object detection and agricultural disease monitoring, emphasizing UAV applications.
- Application: Object detection and precision agriculture.
12. ODMData
- URL: https://www.opendronemap.org/odm/datasets/
- Description: Contains open datasets for UAV mapping and analysis using OpenDroneMap.
- Application: Open-source UAV mapping and community-driven research.
13. UseGeo Dataset
- URL: https://www.sciencedirect.com/science/article/pii/S2667393224000140
- Description: A multi-sensor UAV dataset designed for geospatial research, including high-resolution imagery and sensor data.
- Application: Geospatial studies, multi-sensor data fusion.
More recent news
- Mon 9 Sep 2024A Call for UAV Photogrammetry: Applications & Educational Gaps Survey
Thu 7 Mar 2024Geospatial UAV Centre Webinar series
Thu 18 Jan 2024Resilience Reflections #22: Sky Guardians
Thu 7 Dec 2023NeRF and AI for 3D Modeling
Thu 1 Jun 2023UT receives specific drone licence from Ministry of Infrastructure and Water Management