The Orfeo Toolbox is an open-source library for processing remote sensing images. It was started in 2006 by CNES to make algorithm development and validation easier. It contains many algorithms and applications and has a growing user community. The toolbox uses a modular, scalable architecture built on other open-source libraries. While powerful, it has a steep learning curve for programmers. Future plans include new applications, stronger GIS integration through PostGIS and QGIS, language bindings, and utilizing GPUs and clusters.
The document provides an overview of the Orfeo Toolbox (OTB), an open-source library for processing remote sensing imagery. It discusses the history and goals of OTB, how it was developed by leveraging existing open-source libraries, and its growing user community. It also describes how OTB integrates with GIS software like QGIS through plugins that allow processing remote sensing data within a GIS environment.
Historical Airphoto Processing (HAP) Powered by GeomaticaPci Geomatics
Historical Airphoto Processing
Using modern, automated image correction methods to tap into valuable historical imagery.
Historical aerial photography archives contain valuable information that remains untapped. Digitally scanned and properly geo-referenced historical aerial imagery can bring this information to life, making it possible to analyze/visualize the historical information in modern GIS systems. These historical images can reveal hidden patterns, provide a deeper understanding of changes over time thus leading to better decision making.
PCI Geomatics offers a customized solution to automate the correction of historical imagery. With it, users can properly prepare historical data and set up workflows that will create perfectly aligned and orthorectified mosaics for use in numerous GIS applications.
Start realizing the value of your vast archives of historical airphoto imagery today and turn hundreds / thousands of archive images into GIS ready digital mosaics.
PCI Geomatics is a leading geospatial software and solutions company with over 70 employees and 25,000 licenses installed worldwide. They provide powerful and scalable image processing solutions to extract information from satellite imagery such as SAR (Synthetic Aperture Radar) and LIDAR. Their capabilities include orthorectification, image classification, change detection, and digital elevation model extraction. They support a variety of sensors and applications in areas such as maritime surveillance, disaster response, and natural resource monitoring.
The document describes INNOVA, an Italian company that provides remote sensing, GIS, GPS, and HPC services and solutions. It has 30 employees and works closely with research institutes and universities. INNOVA has expertise in areas like remote sensing, image processing, software development, and high performance computing. It is currently involved in projects like COSMO-SkyMed, InterRisk, PRIMI, and provides software for OCEANSAT-2. INNOVA also publishes papers and conducts research and development to improve its knowledge and expertise in remote sensing technologies.
This document summarizes a workshop presented by PCI Geomatics on applications using Kompsat-5 satellite data. PCI Geomatics develops geospatial software and has supported Kompsat-5 data in their software for several years. The workshop consisted of demonstrations of orthorectifying Kompsat-5 data, land use classification, change detection between images, and fusing Kompsat-5 radar data with optical Landsat images. It provided an overview of current Kompsat-5 support in PCI Geomatics software and capabilities for processing the different acquisition modes.
This corporate presentation summarizes PCI Geomatics as a leading provider of high-speed, scalable image processing solutions. It has over 80 employees, more than 25,000 licenses installed worldwide, and offices in Toronto, Gatineau, USA, and China. The presentation highlights PCI Geomatics' capabilities across the geospatial value chain, from image collection to value-added content. It also outlines the company's competitive advantages in processing speed, sensor agnosticism, and automated workflows.
The document provides an overview of the Orfeo Toolbox (OTB), an open-source library for processing remote sensing imagery. It discusses the history and goals of OTB, how it was developed by leveraging existing open-source libraries, and its growing user community. It also describes how OTB integrates with GIS software like QGIS through plugins that allow processing remote sensing data within a GIS environment.
Historical Airphoto Processing (HAP) Powered by GeomaticaPci Geomatics
Historical Airphoto Processing
Using modern, automated image correction methods to tap into valuable historical imagery.
Historical aerial photography archives contain valuable information that remains untapped. Digitally scanned and properly geo-referenced historical aerial imagery can bring this information to life, making it possible to analyze/visualize the historical information in modern GIS systems. These historical images can reveal hidden patterns, provide a deeper understanding of changes over time thus leading to better decision making.
PCI Geomatics offers a customized solution to automate the correction of historical imagery. With it, users can properly prepare historical data and set up workflows that will create perfectly aligned and orthorectified mosaics for use in numerous GIS applications.
Start realizing the value of your vast archives of historical airphoto imagery today and turn hundreds / thousands of archive images into GIS ready digital mosaics.
PCI Geomatics is a leading geospatial software and solutions company with over 70 employees and 25,000 licenses installed worldwide. They provide powerful and scalable image processing solutions to extract information from satellite imagery such as SAR (Synthetic Aperture Radar) and LIDAR. Their capabilities include orthorectification, image classification, change detection, and digital elevation model extraction. They support a variety of sensors and applications in areas such as maritime surveillance, disaster response, and natural resource monitoring.
The document describes INNOVA, an Italian company that provides remote sensing, GIS, GPS, and HPC services and solutions. It has 30 employees and works closely with research institutes and universities. INNOVA has expertise in areas like remote sensing, image processing, software development, and high performance computing. It is currently involved in projects like COSMO-SkyMed, InterRisk, PRIMI, and provides software for OCEANSAT-2. INNOVA also publishes papers and conducts research and development to improve its knowledge and expertise in remote sensing technologies.
This document summarizes a workshop presented by PCI Geomatics on applications using Kompsat-5 satellite data. PCI Geomatics develops geospatial software and has supported Kompsat-5 data in their software for several years. The workshop consisted of demonstrations of orthorectifying Kompsat-5 data, land use classification, change detection between images, and fusing Kompsat-5 radar data with optical Landsat images. It provided an overview of current Kompsat-5 support in PCI Geomatics software and capabilities for processing the different acquisition modes.
This corporate presentation summarizes PCI Geomatics as a leading provider of high-speed, scalable image processing solutions. It has over 80 employees, more than 25,000 licenses installed worldwide, and offices in Toronto, Gatineau, USA, and China. The presentation highlights PCI Geomatics' capabilities across the geospatial value chain, from image collection to value-added content. It also outlines the company's competitive advantages in processing speed, sensor agnosticism, and automated workflows.
Toward a gui remote-sensing environment built over OTBmelaneum
Toward a gui remote-sensing environment built over OTB
David Dubois; École de Technologie Superieure
Richard Lepage; École de Technologie Superieure
Tullio Tanzi; Telecom ParisTech
Madagascar2011 - 08 - OTB segmentation and classificationotb
The Orfeo Toolbox provides tools for image segmentation, classification, and feature extraction. It includes modules for meanshift segmentation, watershed segmentation, and level set segmentation. It also allows for unsupervised classification using k-means clustering and supervised classification using support vector machines. Example use cases demonstrate segmenting images using mean shift, the otbSegmentationApplication, k-means clustering, and SVM classification. Feature extraction filters can be used to extract metrics like variance, NDVI, and textures to aid in segmentation and classification.
HyperZoom is a zoomable interface for mobile advertisements in webpages and aplications. It was first tested on the iPhone at the start of 2008. This was before Microsoft Research published its Deep Zoom app called SeaDragon. We explored the possibilities of Deep Zoom navigation for baby interfaces like mobile phones (for iPhone and Android) in both web browsing and use in applications, where small ads can be become rich advertisements.
I felt bad for the people that died in that terible tragity . Inisant people died . So that is why i wrote this . Are you guilty because you are a surviver ,well if you were in the building i fell bad for you those people were in a hospital for days ,weeks ,mabey even MONTHES I do not know but I feel bad for those people that died in the building .
Go Float produces electric floatation devices for recreational use that are environmentally friendly, affordable starting at under $5000 for 4 models, and target a broad range of customers from children to seniors through sales to marine dealers, rental operators, camps and sporting goods stores due to their unique green products without direct competition.
This document lists three web development projects and provides brief details about two current clients, Escalon and StarQuest. As the part-time Marketing Director for both clients, the author is responsible for creating all marketing strategy and tactics, including rebranding, positioning, lead generation, and content marketing. Links are provided to the before and after versions of the home pages for Escalon and StarQuest's websites.
The document discusses curriculum design and delivery, challenges in curriculum, and provides links to resources on curriculum from JISC Inforenet and the JISC Design Studio wiki which contain information on curriculum challenges and designing curriculum.
Econsultancy Social Media Monetisation Case Study 1212418744419594 8David Knockton
This document discusses monetizing social media through a case study measuring the value of social media marketing. It details an organization's social media campaign targeting sites for volume/reach and influence. The campaign cost £10,000 and generated £11,160 in direct traffic value and an estimated £44,640 in indirect traffic value through SEO improvements, for a 558% ROI. However, only £2,400 or 2.1% of £112,000 in total online sales were referred from social media. While beneficial for traffic, social media was less effective for direct sales. Indirect traffic from search was higher value. The conclusion is the campaign was worth it but indirect traffic is more valuable.
Google began as a research project called "Back Rub" in 1996 and was later incorporated as a company in 1998. The name "Google" comes from the mathematical term "googol" meaning the number 1 followed by 100 zeros, to reflect their mission to organize the immense amount of information on the internet. Google has grown significantly through acquisitions and partnerships over the years.
The document summarizes the opening sequence of the 2008 film "Tropic Thunder". The opening scenes depict an over-the-top Vietnam war film being filmed on set. The actors do not get along with the director and filming is behind schedule. The sequence establishes the main characters, including an Australian method actor playing an African American soldier and actors struggling with drug addictions. It uses flashy camerawork, explosions, and music to set an intense tone and mimic a realistic war film.
This document provides instructions for accessing and using the Value Line Research Center database. It begins with four steps to access the database through the library's website. It then provides background information on Value Line's mission and the types of investment information and analysis it offers. The document explains that the library subscribes to several Value Line publications available through the database. It concludes by demonstrating how to navigate to the publications and search through company reports, which have the same layout as the print versions.
A methodology I developed a while back, for more of a military application, that I'm not revamping to fit a consumer model. I thought I would share the presentation, in the hopes that it will spark some interest in conversations, and maybe educate the public, not only on cloud computing as a whole, but also that bursting as it is portrayed, is not only a public cloud resource.
- The document provides advice for those looking to invest in real estate, noting that protecting investments through an LLC is important and understanding local market values and rents is essential for making wise choices.
- It recommends seeking knowledge from other real estate investors through groups and learning as much as possible from peers who are experienced.
- The advice also includes being sure to hire a handyman when purchasing an investment property to avoid spending profits on repairs yourself, and to avoid properties in bad areas due to safety and resale value concerns.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
This document discusses a pragmatic approach to remote sensing image processing using the Orfeo Toolbox (OTB) library and applications. It provides an overview of OTB's capabilities for pre-processing, feature extraction, classification, and change detection on remote sensing imagery. OTB aims to make algorithm development and validation easier through a C++ library that contains many algorithms and interfaces and is open-source and multi-platform. It incorporates functionality from other open-source libraries through a common interface. The document describes OTB's modular and scalable architecture, as well as efforts to make it easier for users through graphical applications and language bindings.
This document discusses a pragmatic approach to remote sensing image processing using the Orfeo Toolbox (OTB) library and applications. It provides an overview of OTB's capabilities for pre-processing, feature extraction, classification, and change detection on remote sensing imagery. OTB aims to make algorithm development and validation easier through a C++ library that contains many algorithms and interfaces and is open-source and multi-platform. It incorporates functionality from other open-source libraries through a common interface. The document describes OTB's modular and scalable architecture, as well as efforts to make it easier for users through graphical applications and language bindings.
Toward a gui remote-sensing environment built over OTBmelaneum
Toward a gui remote-sensing environment built over OTB
David Dubois; École de Technologie Superieure
Richard Lepage; École de Technologie Superieure
Tullio Tanzi; Telecom ParisTech
Madagascar2011 - 08 - OTB segmentation and classificationotb
The Orfeo Toolbox provides tools for image segmentation, classification, and feature extraction. It includes modules for meanshift segmentation, watershed segmentation, and level set segmentation. It also allows for unsupervised classification using k-means clustering and supervised classification using support vector machines. Example use cases demonstrate segmenting images using mean shift, the otbSegmentationApplication, k-means clustering, and SVM classification. Feature extraction filters can be used to extract metrics like variance, NDVI, and textures to aid in segmentation and classification.
HyperZoom is a zoomable interface for mobile advertisements in webpages and aplications. It was first tested on the iPhone at the start of 2008. This was before Microsoft Research published its Deep Zoom app called SeaDragon. We explored the possibilities of Deep Zoom navigation for baby interfaces like mobile phones (for iPhone and Android) in both web browsing and use in applications, where small ads can be become rich advertisements.
I felt bad for the people that died in that terible tragity . Inisant people died . So that is why i wrote this . Are you guilty because you are a surviver ,well if you were in the building i fell bad for you those people were in a hospital for days ,weeks ,mabey even MONTHES I do not know but I feel bad for those people that died in the building .
Go Float produces electric floatation devices for recreational use that are environmentally friendly, affordable starting at under $5000 for 4 models, and target a broad range of customers from children to seniors through sales to marine dealers, rental operators, camps and sporting goods stores due to their unique green products without direct competition.
This document lists three web development projects and provides brief details about two current clients, Escalon and StarQuest. As the part-time Marketing Director for both clients, the author is responsible for creating all marketing strategy and tactics, including rebranding, positioning, lead generation, and content marketing. Links are provided to the before and after versions of the home pages for Escalon and StarQuest's websites.
The document discusses curriculum design and delivery, challenges in curriculum, and provides links to resources on curriculum from JISC Inforenet and the JISC Design Studio wiki which contain information on curriculum challenges and designing curriculum.
Econsultancy Social Media Monetisation Case Study 1212418744419594 8David Knockton
This document discusses monetizing social media through a case study measuring the value of social media marketing. It details an organization's social media campaign targeting sites for volume/reach and influence. The campaign cost £10,000 and generated £11,160 in direct traffic value and an estimated £44,640 in indirect traffic value through SEO improvements, for a 558% ROI. However, only £2,400 or 2.1% of £112,000 in total online sales were referred from social media. While beneficial for traffic, social media was less effective for direct sales. Indirect traffic from search was higher value. The conclusion is the campaign was worth it but indirect traffic is more valuable.
Google began as a research project called "Back Rub" in 1996 and was later incorporated as a company in 1998. The name "Google" comes from the mathematical term "googol" meaning the number 1 followed by 100 zeros, to reflect their mission to organize the immense amount of information on the internet. Google has grown significantly through acquisitions and partnerships over the years.
The document summarizes the opening sequence of the 2008 film "Tropic Thunder". The opening scenes depict an over-the-top Vietnam war film being filmed on set. The actors do not get along with the director and filming is behind schedule. The sequence establishes the main characters, including an Australian method actor playing an African American soldier and actors struggling with drug addictions. It uses flashy camerawork, explosions, and music to set an intense tone and mimic a realistic war film.
This document provides instructions for accessing and using the Value Line Research Center database. It begins with four steps to access the database through the library's website. It then provides background information on Value Line's mission and the types of investment information and analysis it offers. The document explains that the library subscribes to several Value Line publications available through the database. It concludes by demonstrating how to navigate to the publications and search through company reports, which have the same layout as the print versions.
A methodology I developed a while back, for more of a military application, that I'm not revamping to fit a consumer model. I thought I would share the presentation, in the hopes that it will spark some interest in conversations, and maybe educate the public, not only on cloud computing as a whole, but also that bursting as it is portrayed, is not only a public cloud resource.
- The document provides advice for those looking to invest in real estate, noting that protecting investments through an LLC is important and understanding local market values and rents is essential for making wise choices.
- It recommends seeking knowledge from other real estate investors through groups and learning as much as possible from peers who are experienced.
- The advice also includes being sure to hire a handyman when purchasing an investment property to avoid spending profits on repairs yourself, and to avoid properties in bad areas due to safety and resale value concerns.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise causes chemical changes in the brain that may help protect against mental illness and improve symptoms.
This document discusses a pragmatic approach to remote sensing image processing using the Orfeo Toolbox (OTB) library and applications. It provides an overview of OTB's capabilities for pre-processing, feature extraction, classification, and change detection on remote sensing imagery. OTB aims to make algorithm development and validation easier through a C++ library that contains many algorithms and interfaces and is open-source and multi-platform. It incorporates functionality from other open-source libraries through a common interface. The document describes OTB's modular and scalable architecture, as well as efforts to make it easier for users through graphical applications and language bindings.
This document discusses a pragmatic approach to remote sensing image processing using the Orfeo Toolbox (OTB) library and applications. It provides an overview of OTB's capabilities for pre-processing, feature extraction, classification, and change detection on remote sensing imagery. OTB aims to make algorithm development and validation easier through a C++ library that contains many algorithms and interfaces and is open-source and multi-platform. It incorporates functionality from other open-source libraries through a common interface. The document describes OTB's modular and scalable architecture, as well as efforts to make it easier for users through graphical applications and language bindings.
A talk about the OSGeo Live project; covering 43 projects that are available in a live DVD format (for you to run without installing). The project is much improved with OGC documentation and a description of many of the projects. New this year (thanks to some sponsorship) is quickstarts for several of the projects.
Ogc API features -pilottirajapinnat AU/SU-teemoista, Sampo Savolainen ja Lass...HannaHorppila
The document discusses using OGC API Features and GeoJSON to improve INSPIRE interoperability for administrative units (AU) and statistical units (SU) data in Finland. It describes how national and INSPIRE compliant AU and SU data was transformed into a simplified GeoJSON "schema" and served using an OGC API Features pilot service. Model simplification rules were applied to address structural issues in transforming the complex GML schemas into a flat GeoJSON structure. Lessons learned from the pilot implementation are also presented.
c,c++,java and python in gis developmentSakthivel R
The document discusses various programming languages used in GIS development including C, C++, Python, and Java. It provides examples of how each language is applied, noting that C++ is used for most GIS software due to performance reasons, Python is popular for scripting and automation, Java is used for web map servers and Android apps, and C is used in open source projects like GDAL. It also summarizes that GIS programming involves skills in SQL, JavaScript, Python, R, C/C++, and Java depending on the specific role and task.
This presentation introduces open source, open source GIS, OSGeo. This talk was given to the people who attended 'Capacity Building For National Surveying and Geographic Information Institute' program.
Case Study about BIM on GIS platform development project with the standard modelTae wook kang
To realize BIM on GIS technology for productivity of AEC industry, we should have some questions like these.
Questions
• What is the benefit from the fusion
between BIM and GIS as the viewpoint of
the public sector
• What do we should do first?
• What is the barrier to realize it?
• How to develop it?
Research and try to
• find the useful use-cases
• define the technology and the organization
including people etc
• survey the issues and define the considerations
• collaborate and research it with the institutes and
the industries
- 2013.5
Raster Data In GeoServer and GeoTools: Achievements, Issues And Future Develo...GeoSolutions
The purpose of this presentation is, on a side, to dissect the developments performed during last year as far as raster data support in GeoTools and GeoServer is concerned, while on the other side to introduce and discuss the future development directions.
Advancements and improvements for the management of multidimensional raster data (NetCDF, GRIB, HDF) and mosaic thereof will be introduced, as well as the available ways to manage sliding windows of data via the REST API and importer.
Extensive details will be provided on the latest updates for the management of multidimensional raster data used in the Remote Sensing and MetOc fields, including support for WCS EO and WMS EO, and some considerations on the WCS MetOc extensions.
The presentation will also introduce and provide updates on jai-ext, imageio-ext, and JAITools. jai-ext provides extended JAI operators that correctly handle NODATA and regione of interests (masks), JAITools provides a number of new raster data analysis operators, including powerful and fast raster algebra support, while ImageIO-Ext bridges the gap across the Java world and native raster data access libraries providing high performance access to GDAL, Kakadu and other libraries.
The presentation will wrap up providing an overview of unresolved issues and challenges that still need to be addressed, suggesting tips and workarounds allowing to leverage the full potential of the systems.
The document describes the development of an integrated BIM-IoT-3D GIS approach for monitoring railroad infrastructure. It presents a case study where a 3D point cloud of a railroad tunnel was converted to an IFC BIM model and then to a CityGML 3D GIS model. An extended SensorThings API was also developed to query IoT sensor data and integrate it with the BIM and 3D GIS models for real-time monitoring of railroad infrastructure parameters.
The document provides updates on Edina National Data Centre services and projects. Key points include:
- Digimap services added new map styles, formats and MasterMap data. Go-Geo! saw increased usage and new content categories.
- Projects like AddressingHistory and CHALICE aim to link historical maps and directories to create open, linked data gazetteers. A mobile scoping study evaluated delivering Digimap via mobile.
- Other activities included work on the Scottish Spatial Data Infrastructure and the ESDIN best practices network for INSPIRE compliance. The OpenStream service provides access to OS OpenData.
Andrea Baldon, Emanuele Di Saverio - GraphQL for Native Apps: the MyAXA case ...Codemotion
Dubbed with prominent descriptions like "REST done right" GraphQL, released by Facebook in 2015, is a technology quickly gaining adoption in the web space. How about mobile? In this talk we will discuss our "from the trenches" experience in adopting GraphQL in the context of designing of one of the biggest insurance companies in Italy and worldwide, MyAXA. We will discuss features of the protocol and query languages. including most popular implementations on the Android, iOS and NodeJS sides, and expanding on the best practices to squeeze the most value from this innovative approach.
The document compares several mobile GIS applications including both proprietary and open source options. It discusses platforms, features, and performance based on tests of common tasks. While open source applications have potential and are comparable to ArcPad in many ways, they still need more documentation, customization options, and support for professional sensors to be as full featured. New devices, interactions, and technologies also provide opportunities for mobile GIS applications.
FACE COUNTING USING OPEN CV & PYTHON FOR ANALYZING UNUSUAL EVENTS IN CROWDSIRJET Journal
The document discusses face counting using OpenCV and Python by analyzing unusual events in crowds. It proposes using the Haar cascade algorithm for face detection and counting. Feature extraction is performed using gray-level co-occurrence matrix (GLCM) to extract texture and edge features. Discriminant analysis is then used to differentiate between samples accurately. The system aims to correctly detect and count faces in images using Python tools like OpenCV for digital image processing tasks and feature extraction algorithms like GLCM and discrete wavelet transform (DWT). It is intended to have good recognition accuracy compared to previous methods.
Apache AGE and the synergy effect in the combination of Postgres and NoSQLEDB
This document provides an overview and agenda for a presentation on Apache AGE and the synergy between PostgreSQL and NoSQL databases. The agenda includes introducing the speaker, discussing graph databases and Apache AGE as an open source project, an introduction to Apache AGE including its internal logic and roadmap, advantages of using Apache AGE, and how to contribute to the project. Key points are that Apache AGE is a multi-model graph database built on PostgreSQL that allows users to integrate relational and graph data models, leveraging the features of PostgreSQL and providing a graph query interface using openCypher. The goal of the project is to become an Apache Software Foundation top-level project.
The document describes recent advances in the Jderobot framework for robot programming. Jderobot is an open-source robotic software framework that uses a component-oriented architecture and Ice middleware. It includes tools for robot programming, libraries for controllers and sensors, and supports the Gazebo simulator. Recent updates include improved project management with CMake and easier installation via Debian packages.
International Journal of Engineering and Science Invention (IJESI)inventionjournals
This document discusses adopting aspect-oriented programming (AOP) in enterprise-wide computing. It provides a brief history of AOP, from its inception at Xerox PARC in the 1990s to the development of AspectJ in the late 1990s. It then reviews related work studying the benefits and challenges of using AOP, such as improved modularity and separation of concerns but also increased complexity. Many studies found quantitative benefits to maintenance from AOP but challenges in adoption. The document concludes by discussing uses of AOP in enterprises, noting both benefits like modularizing cross-cutting concerns, but also challenges such as difficulties aspectizing concurrency and failures.
The document describes a software project called MASK that aims to develop a web-based application for LTE planning processes like calculating site requirements and throughput for a given area, placing sites on a map, following LTE planning standards and providing skills relevant to mobile communications careers. The project methodology involves studying LTE features and planning, choosing tools like C# and ArcGIS, implementing algorithms, and creating a graphical user interface for the program.
Implementing kohonen's som with missing data in OTBmelaneum
The document discusses implementing Kohonen's self-organizing map (SOM) algorithm to handle missing and erroneous data in time series. It describes the SOM properties and training process. It also provides an example of a MODIS time series over Brittany, France with missing, erroneous, and clean data points to which the modifications would be applied. Finally, it discusses the benefits of implementing the SOM in a generic programming approach.
Overview of the PolSARpro V4.0 software. The open source toolbox for polarime...melaneum
Overview of the PolSARpro V4.0 software. The open source toolbox for polarimetric and interferometric polarimetric SAR data processing
Eric Pottier; IETR UMR CNRS 6164 - University of Rennes 1
Laurent Ferro-Famil; IETR UMR CNRS 6164
Sophie Allain; IETR UMR CNRS 6164
Shane Cloude; AELc
Irena Hajnsek; DLR-HR
Konstantinos Papathanassiou; DLR-HR
Alberto Moreira; DLR-HR
Mark Williams; GeoSAR
Andrea Minchella; ESA-ESRIN
Marco Lavalle; ESA-ESRIN
Yves-Louis Desnos; ESA-ESRIN
Urban area detection and segmentation using OTBmelaneum
This document presents three algorithms for detecting urban areas from remote sensing imagery: edge density filtering, Pantex texture detection, and Gabor Texture Index filtering. It evaluates these algorithms on a Quickbird image, comparing processing time and accuracy against a reference urban/non-urban mask. The edge density and Gabor Texture Index filters were found to be fastest and most accurate, with Gabor performing slightly better. Applying an NDVI mask first improved results. These algorithms will be integrated into the Orfeo Toolbox for automated urban area extraction.
The use of Orfeo Toolbox in the context of map updatingmelaneum
The use of Orfeo Toolbox in the context of map updating
Christophe Simler; Royal Military Academy
Charles Beumier; Royal Military Academy
Christine Leignel; Université Libre de Bruxelles
Olivier Debeir; Université Libre de Bruxelles
Eléonore Wolff; Université Libre de Bruxelles
This document discusses semantic coding of images for earth observation. It describes the Competence Centre on Information Extraction and Image Understanding for Earth Observation (COC), which aims to perform joint research on image understanding. It then discusses an approach to semantic image coding using visual words and bag-of-words representations classified with tools like LDA and SVM. This approach is implemented in a new OTB tool called cocSemanticCoding, which allows feature extraction, visual word quantification, and learning from manual annotations. Future work includes integrating other COC tools and developing new approaches for full image interpretation and knowledge modeling.
Reference algorithm implementations in OTB: textbook casesmelaneum
This document discusses the importance of open source reference implementations of image analysis algorithms. It summarizes the implementation of several algorithms in the Orfeo Toolbox (OTB), including SIFT, Mean Shift, Bayesian fusion, and road extraction. The presentation emphasizes that reference implementations help validate algorithm performance and parameters, and make research more reproducible. It also discusses trends for operational processing chains, including efficiency, interoperability, streaming, and multi-threading support for large datasets.
Sudheer Mechineni, Head of Application Frameworks, Standard Chartered Bank
Discover how Standard Chartered Bank harnessed the power of Neo4j to transform complex data access challenges into a dynamic, scalable graph database solution. This keynote will cover their journey from initial adoption to deploying a fully automated, enterprise-grade causal cluster, highlighting key strategies for modelling organisational changes and ensuring robust disaster recovery. Learn how these innovations have not only enhanced Standard Chartered Bank’s data infrastructure but also positioned them as pioneers in the banking sector’s adoption of graph technology.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
Communications Mining Series - Zero to Hero - Session 1DianaGray10
This session provides introduction to UiPath Communication Mining, importance and platform overview. You will acquire a good understand of the phases in Communication Mining as we go over the platform with you. Topics covered:
• Communication Mining Overview
• Why is it important?
• How can it help today’s business and the benefits
• Phases in Communication Mining
• Demo on Platform overview
• Q/A
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
HCL Notes and Domino License Cost Reduction in the World of DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-and-domino-license-cost-reduction-in-the-world-of-dlau/
The introduction of DLAU and the CCB & CCX licensing model caused quite a stir in the HCL community. As a Notes and Domino customer, you may have faced challenges with unexpected user counts and license costs. You probably have questions on how this new licensing approach works and how to benefit from it. Most importantly, you likely have budget constraints and want to save money where possible. Don’t worry, we can help with all of this!
We’ll show you how to fix common misconfigurations that cause higher-than-expected user counts, and how to identify accounts which you can deactivate to save money. There are also frequent patterns that can cause unnecessary cost, like using a person document instead of a mail-in for shared mailboxes. We’ll provide examples and solutions for those as well. And naturally we’ll explain the new licensing model.
Join HCL Ambassador Marc Thomas in this webinar with a special guest appearance from Franz Walder. It will give you the tools and know-how to stay on top of what is going on with Domino licensing. You will be able lower your cost through an optimized configuration and keep it low going forward.
These topics will be covered
- Reducing license cost by finding and fixing misconfigurations and superfluous accounts
- How do CCB and CCX licenses really work?
- Understanding the DLAU tool and how to best utilize it
- Tips for common problem areas, like team mailboxes, functional/test users, etc
- Practical examples and best practices to implement right away
Climate Impact of Software Testing at Nordic Testing DaysKari Kakkonen
My slides at Nordic Testing Days 6.6.2024
Climate impact / sustainability of software testing discussed on the talk. ICT and testing must carry their part of global responsibility to help with the climat warming. We can minimize the carbon footprint but we can also have a carbon handprint, a positive impact on the climate. Quality characteristics can be added with sustainability, and then measured continuously. Test environments can be used less, and in smaller scale and on demand. Test techniques can be used in optimizing or minimizing number of tests. Test automation can be used to speed up testing.
Programming Foundation Models with DSPy - Meetup SlidesZilliz
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
Best 20 SEO Techniques To Improve Website Visibility In SERPPixlogix Infotech
Boost your website's visibility with proven SEO techniques! Our latest blog dives into essential strategies to enhance your online presence, increase traffic, and rank higher on search engines. From keyword optimization to quality content creation, learn how to make your site stand out in the crowded digital landscape. Discover actionable tips and expert insights to elevate your SEO game.
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
“An Outlook of the Ongoing and Future Relationship between Blockchain Technologies and Process-aware Information Systems.” Invited talk at the joint workshop on Blockchain for Information Systems (BC4IS) and Blockchain for Trusted Data Sharing (B4TDS), co-located with with the 36th International Conference on Advanced Information Systems Engineering (CAiSE), 3 June 2024, Limassol, Cyprus.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
AI 101: An Introduction to the Basics and Impact of Artificial IntelligenceIndexBug
Imagine a world where machines not only perform tasks but also learn, adapt, and make decisions. This is the promise of Artificial Intelligence (AI), a technology that's not just enhancing our lives but revolutionizing entire industries.
Full-RAG: A modern architecture for hyper-personalizationZilliz
Mike Del Balso, CEO & Co-Founder at Tecton, presents "Full RAG," a novel approach to AI recommendation systems, aiming to push beyond the limitations of traditional models through a deep integration of contextual insights and real-time data, leveraging the Retrieval-Augmented Generation architecture. This talk will outline Full RAG's potential to significantly enhance personalization, address engineering challenges such as data management and model training, and introduce data enrichment with reranking as a key solution. Attendees will gain crucial insights into the importance of hyperpersonalization in AI, the capabilities of Full RAG for advanced personalization, and strategies for managing complex data integrations for deploying cutting-edge AI solutions.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
The Orfeo Toolbox remote sensing image processing software
1. Introduction Applications and librairy Roadmap
The Orfeo Toolbox Remote Sensing Image
Processing Software
J. Inglada1 , E. Christophe2
1 C ENTRE N ATIONAL D ’É TUDES S PATIALES , TOULOUSE , F RANCE
2 C ENTRE FOR R EMOTE I MAGING , S ENSING AND P ROCESSING ,
N ATIONAL U NIVERSITY OF S INGAPORE
IGARSS 2009, Cape Town
2. Introduction Applications and librairy Roadmap What When Why How
Outline
Introduction
What is it?
A bit of history
Why doing that?
How?
Applications and librairy
Components
Architecture
But steep learning
What’s coming next?
New applications for OTB 3.2
GIS integration
Bindings
GPU and clusters
IGARSS 2009, Cape Town
3. Introduction Applications and librairy Roadmap What When Why How
What is Orfeo Toolbox (OTB)?
In the frame of CNES ORFEO Program
Goal
Make the development of new algorithms and their validation
easier
C++ library: provide many algorithms (pre-processing,
image analysis) with a common interface
Open-source: free to use, to modify, you can make your
own software based on OTB and sell it
Multiplatform: Windows, Linux, Unix, Mac
IGARSS 2009, Cape Town
4. Introduction Applications and librairy Roadmap What When Why How
A bit of History
Everything begins (2006)
Started in 2006 by CNES (French Space Agency), funding several full-time
developers
Targeted at high resolution images (Pleiades to be launched in 2010) but with
application to other sensors
4 year budget, over 1,000,000e
Moving to user friendly applications (2008)
Strong interactions with the user community highlighted that applications for
non-programmers are important
Several applications for non programmers (with GUI) since early 2008
Several courses (3/5-day courses) given in several French and Belgian
institutions (Cesbio, RMA, ENST,...)
IGARSS 2009, Cape Town
5. Introduction Applications and librairy Roadmap What When Why How
Why doing that?
Is it successful so far?
OTB user community growing steadily (programmers and application users)
Presented at IGARSS and ISPRS in 2008, special session in IGARSS in 2009
CNES is planning to extend the budget for several more years
Value analysis is very positive (cf. Ohloh): re-using is powerful
IGARSS 2009, Cape Town
6. Introduction Applications and librairy Roadmap What When Why How
Why doing that?
Is it successful so far?
OTB user community growing steadily (programmers and application users)
Presented at IGARSS and ISPRS in 2008, special session in IGARSS in 2009
CNES is planning to extend the budget for several more years
Value analysis is very positive (cf. Ohloh): re-using is powerful
Why make a multi-million dollar software and give it for
free?
CNES is not a software company
One goal is to encourage research: it is critical for researchers to know what is in
the box
CNES makes satellites and wants to make sure the images are used
if more people have the tools to use satellite images, it is good for CNES
IGARSS 2009, Cape Town
7. Introduction Applications and librairy Roadmap What When Why How
How?
How to reach this goal?
Using the best work of others: do not reinvent the wheel
IGARSS 2009, Cape Town
8. Introduction Applications and librairy Roadmap What When Why How
How?
How to reach this goal?
Using the best work of others: do not reinvent the wheel
Many open-source libraries of good quality
ITK: software architecture (streaming, multithreading), many image processing
algorithms
Gdal/Ogr: reading data format (geotiff, raw, png, jpeg, shapefile, . . . )
Ossim: sensor models (Spot, RPC, SAR, . . . ) and map projections
6S: radiometric corrections
and many other: libLAS (lidar data), Edison (Mean Shift clustering), libSiftFast
(SIFT), Boost (graph), libSVM (Support Vector Machines)
⇒ all behind a common interface
IGARSS 2009, Cape Town
9. Introduction Applications and librairy Roadmap Components Architecture But
Outline
Introduction
What is it?
A bit of history
Why doing that?
How?
Applications and librairy
Components
Architecture
But steep learning
What’s coming next?
New applications for OTB 3.2
GIS integration
Bindings
GPU and clusters
IGARSS 2009, Cape Town
10. Introduction Applications and librairy Roadmap Components Architecture But
Application
Currently
Image viewer
Image Segmentation
Image Classification (by SVM)
Land Cover
Feature Extraction
Road Extraction
Orthorectification (with Pan Sharpening)
Fine registration
Image to database registration
Object counting
Urban area detection
more to come
IGARSS 2009, Cape Town
11. Introduction Applications and librairy Roadmap Components Architecture But
Components available
Currently
Most satellite image formats
Geometric corrections
Radiometric corrections
Change detection
Feature extraction
Classification
Huge documentation available
Software Guide (+600 pages pdf), also the online version
Doxygen: documentation for developers
IGARSS 2009, Cape Town
12. Introduction Applications and librairy Roadmap Components Architecture But
A powerful architecture
Modular
Easy to combine different blocks to do new processing
Scalable
Streaming (processing huge images on the flow) transparent for the user of the
library
Multithreading (using multicore CPUs) also
IGARSS 2009, Cape Town
13. Introduction Applications and librairy Roadmap Components Architecture But
But a steep learning curve for the programmer
Advanced programming concepts
Template metaprogramming (generic programming)
Design patterns (Factory, Functors, Smart Pointers, ...)
IGARSS 2009, Cape Town
14. Introduction Applications and librairy Roadmap Components Architecture But
But a steep learning curve for the programmer
Advanced programming concepts
Template metaprogramming (generic programming)
Design patterns (Factory, Functors, Smart Pointers, ...)
IGARSS 2009, Cape Town
15. Introduction Applications and librairy Roadmap Components Architecture But
Ask questions
As for everything: easier when you’re not alone
Much easier if you have somebody around to help!
We didn’t know anything not so long ago...
Not surprising that most software companies now focus their offer on support:
help is important
IGARSS 2009, Cape Town
16. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
Outline
Introduction
What is it?
A bit of history
Why doing that?
How?
Applications and librairy
Components
Architecture
But steep learning
What’s coming next?
New applications for OTB 3.2
GIS integration
Bindings
GPU and clusters
IGARSS 2009, Cape Town
17. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
New applications for OTB 3.2
Tree stand extraction
Radiometric calibration application (Optical and radar)
Improvement of the land cover application (use of textures)
IGARSS 2009, Cape Town
18. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
GIS integration
PostGIS
Work in progress to integrate the connection to PostGIS database (IO)
Querying: use the geographic capabilities in feature extraction algorithms (a
building has a shadow in the north west for example)
IGARSS 2009, Cape Town
19. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
GIS integration
Quantum GIS
Quantum GIS is a very user-friendly open source GIS application
Work going on to access the OTB capabilities within Quantum GIS (plugins)
IGARSS 2009, Cape Town
20. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
GIS integration
Mapping
Stronger integration with mapping and data representation
Integration of Mapnik, Open Street Map data
IGARSS 2009, Cape Town
21. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
Bindings: access through other languages
Not everybody uses C++!
Bindings provide an access to the library through other languages
Python: mostly working but not fully tested
Java: some work is still needed to be able to use OTB from java but most of the
work is already done
IDL/Envi: cooperation with ITT VIS to provide a method to access OTB through
idl/envi (working but no automatic generation)
Matlab: recent user contribution (R. Bellens from TU Delft)
Other languages supported by Cable Swig might be possible (Tcl, Ruby?)
IGARSS 2009, Cape Town
22. Introduction Applications and librairy Roadmap Application GIS integration Bindings GPU and clusters
GPU and clusters
Now
Can automatically use several cores on the same CPU (shared memory)
This is transparent for the user thanks to the ITK architecture
GPU and clusters
Some talks are going on between ITK and OTB to find the best solution: general,
easy to use...
Cuda is too dependent on the hardware but OpenCL is leading an effort to get a
common architecture (Apple, AMD, Intel, Nvidia)
Probably some novelties in the coming months
IGARSS 2009, Cape Town