FME Lightning Talk: Raster

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This document discusses how FME can be used to prepare and share raster data. It provides examples of common raster workflows like translation, resampling, reprojection, mosaicking, clipping, tiling, compression, draping, and colorization. It lists over 50 supported raster formats and the various raster transformers available in FME for manipulating raster data, such as extractors, calculators, interpreters, and more. The document encourages users to learn more about raster capabilities in FME on FMEPedia.

Technology Art & Photos

Preparing and Sharing
Raster Data with FME

April 2012

FME makes Preparing &Sharing
Raster Data Quick &Easy!

Raster Scenario #1

Translate
 More than 50 raster formats to choose from
 ArcSDE&GeoDatabase Raster
 CADRG
 ECW
 Geodatabase Raster
 GIF / PNG
 JPEG / JPEG2000
 Oracle Spatial GeoRaster
 …

FME Raster Format List
ADRG ESRI ArcSDE Raster Map NITF
ASRP ESRI Geodatabase Raster Oracle Spatial GeoRaster
Aircom ENTERPRISE GIF PCI Geomatics Database File
BMP GeoTIFF PNG
Bathymetric Attributed Grid Golden Software Surfer Binary R Statistical Raster (RDATA)
(BAG) Grid RADARSAT-2 XML
CADRG Hierarchical Data Format 4 Shuttle Radar Topography
CDED (HDF4) Mission Height
DTED JPEG (SRTM HGT)
ECW JPEG 2000 TIFF
ENVI .hdr RAW Raster Landmark Z-MAP USGS DEM
ER Mapper ERS LeicaGeosystems ERDAS Vertical Mapper Grid (NGrid)
ESRI .hdr RAW Raster IMAGINE Web Map Service
ESRI ASCII Grid LeicaGeosystems ERDAS RAW World Meteorological
ESRI ArcGIS Binary Grid Maptech BSB Nautical Chart Organization GRIB
ESRI ArcGIS Image Server Marconi PlaNet X11 Pixmap (XPM)
ESRI ArcSDE Raster Catalog MrSID
NETCDF

Raster Scenario #5

Compress
 Output formats with compression:
 ECW
 JPEG / JPEG2000
 GeoTIFF / TIFF
 Oracle Spatial GeoRaster
 ArcSDE Raster
 Geodatabase Raster
 CADRG

Raster Combo Scenario #7

Mosaic
Reproject
Clip
Catalog!
(http://fme.ly/parks)

Raster Scenario #9

Web Tiling

(http://fme.ly/tiles)

Raster Scenario #12

Power
 Band Restructuring
 Extents Extraction
 Cell Value Calculation
 Palettes
 Expression Evaluation (pixel by pixel)
 …

FME Raster Transformer List
Clipper RasterBandRemover RasterPaletteGenerator
*Reprojector (CSMAP, Esri, RasterBandSeparator RasterPaletteInterpretation
GTRANS, GridInQuest, RasterCellCoercer Coercer
BlueMarble) RasterCellOriginSetter RasterPaletteNodataSetter
ImageFetcher RasterCellValueCalculator RasterPaletteRemover
ImageRasterizer RasterCellValueReplacer RasterPaletteResolver
NumericRasterizer RasterCellValueRounder RasterPropertiesExtractor
PointCloudOnRaster RasterCheckpointer RasterPyramider
ComponentSetter RasterRGBCreator
RasterConsumer
PointOnRasterValueExtractor RasterReader
RasterDEMGenerator
RasterBandAdder RasterReplacer
RasterExpressionEvaluator
RasterBandCombiner RasterResampler
RasterExtentsCoercer
RasterBandInterpretation RasterRotationApplier
Coercer RasterExtractor
RasterGCPExtractor RasterSelector
RasterBandKeeper
RasterGCPSetter RasterSingularCellValue
RasterBandMinMaxExtractor Calculator
RasterBandNameSetter RasterGeoreferencer
RasterInterpretationCoercer RasterSubsetter
RasterBandNodataRemover RasterTiler
RasterBandNodataSetter RasterMosaicker
RasterNumericCreator RasterToPolygonCoercer
RasterBandOrderer VectorOnRasterOverlayer
RasterBandProperties RasterPaletteAdder
RasterPaletteExtractor WebMapTiler
Extractor

Raster Scenario #13

Segmentation
Transform a
Numeric
Raster…

Raster Scenario #13

Segmentation
…Into
Vector
Polygons

Raster Scenario #14

Niche
 Satellite, Statistics, Legacy, etc
 ASRP / CADRG
 HDF
 NetCDF
 NGRID
 NITF
 PLANET
 R
 …

Summary

 FME can help you Prepare &Share
your raster data Quickly &Easily!
 Raster on FMEPedia: http://fme.ly/raster

La plus importantes nouveautés de la base de données spatiale open source PostgreSQL/PostGIS 2.0 est le support pour les données raster. PostGIS Raster comprend un outil d’importation similaire à shp2pgsql basé sur GDAL et une série d’opérateurs SQL pour la manipulation et l'analyse des données matricielles. Le nouveau type RASTER est géoréférencé, multi-résolutions et multi-bandes et il supporte une valeur nulle (nodata) et un type de valeur de pixel par bande. PostGIS raster s’inspire de la simplicité de l’expérience vecteur offerte par PostGIS pour rendre toutes les opérations raster aussi simples que possible. Comme pour une couverture vecteur, une couverture raster est divisée en un ensemble d’enregistrements (une ligne = une tuile) stockés dans une seule table (contrairement à Oracle Spatial qui utilise deux types et donc deux tables ou plus). Il est possible d’importer une couverture complète et de la retuiler en une seule commande avec l’outil d’importation et de multiples résolutions de la même couverture peuvent être importées dans des tables adjacentes. Les propriétés des objets raster et de chacune des bandes peuvent être consultées et modifiées ainsi que les valeurs des pixels. Des fonctions existent pour obtenir le minimum, le maximum, la somme, la moyenne, la déviation standard, l’histogramme d’une tuile ou d’une couverture complète. Les fonctions ST_Intersection() et ST_Intersects() fonctionnent pratiquement de manière transparente entre des données raster et vecteur et une série de fonctions pour l’algèbre matricielle (ST_MapAlgebra()) permet de faire de l’analyse de type raster. Il est possible de reclasser les bandes et de les convertir en n’importe quel format d’écriture GDAL. Des fonctions pour générer des rasters et des bandes existent également pour du développement PL/pgSQL. Un driver GDAL pour convertir les couvertures raster en fichiers images est en développement et des plugins pour QGIS et svSIG existent déjà pour les visualiser.

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In today's data-driven landscape, integrating spatial data is becoming increasingly crucial for organizations aiming to harness the full potential of their data. Spatial data offers unique insights based on location, making it a fundamental component for addressing various challenges across different sectors, including urban planning, environmental sustainability, public health, and logistics. Our webinar delves into the indispensable role of spatial data in data management and analysis. We'll showcase how omitting spatial data from your data strategy not only weakens your data infrastructure, but also limits the depth of your insights. Through real-world case studies, we'll highlight the transformative impact of spatial data, demonstrating its ability to uncover complex patterns, trends, and relationships. Join us for this introductory-level webinar as we explore the critical importance of spatial data integration in driving strategic decision-making processes. By the end of the webinar, you'll gain a renewed perspective on how spatial data is essential for confronting and overcoming challenges across various domains.

Cloud Revolution: Exploring the New Wave of Serverless Spatial Data

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Once in a while, there really is something new under the sun. The rise of cloud-hosted data has fueled innovation in spatial data storage, enabling a brand new serverless architectural approach to spatial data sharing. Join us in our upcoming webinar to learn all about these new ways to organize your data, and leverage data shared by others. Explore the potential of Cloud Native Geospatial Formats in your workflows with FME, as we introduce five new formats: COGs, COPC, FlatGeoBuf, GeoParquet, STAC and ZARR. Learn from industry experts Michelle Roby from Radiant Earth and Chris Holmes from Planet about these cloud-native geospatial data formats and how they can make data easier to manage, share, and analyze. To get us started, they’ll explain the goals of the Cloud-Native Geospatial Foundation and provide overviews of cloud-native technologies including the Cloud-Optimized GeoTIFF (COG), SpatioTemporal Asset Catalogs (STAC), and GeoParquet. Following this, our seasoned FME team will guide you through practical demonstrations, showcasing how to leverage each format to its fullest potential. Learn strategic approaches for seamless integration and transition, along with valuable tips to enhance performance using these formats in FME. Discover how these formats are reshaping geospatial data handling and how you can seamlessly integrate them into your FME workflows and harness the explosion of cloud-hosted data.

Igniting Next Level Productivity with AI-Infused Data Integration Workflows

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Learn where FME meets AI in this upcoming webinar to offer you incredible time savings. This webinar is tailored to ignite imaginations and offer solutions to your data integration challenges. As the new digital era sets sail on the winds of AI, the tangibility of its integration in our daily schema is unfolding. Segment 1, titled “AI: The Good, the Bad and the FME” by Darren Fergus of Locus, navigates through the realms of AI, scrutinizing its pervasive impact while underscoring the symbiotic potential of FME and AI. Join in an engaging demonstration as FME and ChatGPT collaboratively orchestrate a PowerPoint narrative, epitomizing the alliance of AI with human ingenuity. In Segment 2, “Integrating GeoAI Models in FME” by Dennis Wilhelm and Dr. Christopher Britsch of con terra GmbH, the spotlight veers towards operationalizing AI in our daily tasks through FME. A practical approach to embedding GeoAI Models into FME Workspaces is unveiled, showcasing the ease of incorporating AI-driven methodologies into your FME workflows, skyrocketing productivity levels. To follow, Segment 3, "Unleash generative AI on your terms!" by Oliver Morris of Avineon-Tensing. While the prospects of Generative AI are thrilling, security and IT reservations, especially with 'phone home' tools, are genuine concerns. However, with open-source tools, you can locally harness large language models. In this demo, we'll unravel the magic of local AI deployment and its seamless integration into an FME workspace. Bonus! Dmitri will join us for a fourth segment to tie us off, showcasing what he has been up to this week, including using OpenAI API for texturing in FME, amoung other projects. Join us to explore the synergy of FME and AI: opening portals to a realm of revolutionized productivity and enriched user experiences.

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Mastering MicroStation DGN: How to Integrate CAD and GIS

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Dive deep into the world of CAD-GIS integration with our expert-led webinar. Discover how to seamlessly transfer data between Bentley MicroStation and leading GIS platforms, such as Esri ArcGIS. This session goes beyond mere CAD/GIS conversion, showcasing techniques to precisely transform MicroStation elements including cells, text, lines, and symbology. We’ll walk you through tags versus item types, and understanding how to leverage both. You’ll also learn how to reproject to any coordinate system. Finally, explore cutting-edge automated methods for managing database links, and delve into innovative strategies for enabling self-serve data collection and validation services. Join us to overcome the common hurdles in CAD and GIS integration and enhance the efficiency of your workflows. This session is perfect for professionals, both new to FME and seasoned users, seeking to streamline their processes and leverage the full potential of their CAD and GIS systems.

Geospatial Synergy: Amplifying Efficiency with FME & Esri

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Dive deep into the world of geospatial data management and transformation in our upcoming webinar focusing on the powerful integration of FME and Esri technologies. This insightful session comprises two compelling segments aimed at enhancing your geospatial workflows, while minimizing operational hurdles. In the first segment, guest speaker Jan Roggisch from Locus unveils how Auckland Council triumphed over the challenges of handling large, frequent data updates on ArcGIS Online using FME. Discover the journey from manual data handling to an automated, streamlined process that reduced server downtime from minutes to seconds: setting a new standard for local government organizations. The second segment, led by James Botterill from 1Spatial, unveils the magic of incorporating ArcPy into your FME workflows. Delve into real-world scenarios where ArcGIS geoprocessing is harmoniously orchestrated within FME using the PythonCaller. Gain insights into raster-vector data conversion, spatial analysis, and a host of practical tips and tricks that empower you to leverage the combined capabilities of FME and Esri for efficient data manipulation and conversion. Join us to explore the remarkable possibilities that open up when FME and Esri technologies converge – enhancing your ability to manage and transform geospatial data with unprecedented efficiency.

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Join us at Safe Software as we unveil the exciting new FME Community platform. Picture yourself entering a vibrant, interconnected world, where every click brings you closer to a fellow FME enthusiast, a new idea, or a solution that could revolutionize your workflow. Since its inception, the FME Community has been a dynamic hub for knowledge sharing, where thousands of users converge to exchange insights, engage in stimulating discussions, and collaboratively solve challenges. Now, envision this community reimagined - retaining the features you know and love, but infused with new, cutting-edge functionalities designed to make your experience even more enriching and effortless. The Community is also planned to soon act as a central hub for all FME community acticity across the web. This webinar is your personal tour through this enhanced FME Community landscape. Whether you're an experienced user familiar with every nook and cranny of the old platform, or you're setting foot in this community for the first time, our webinar will ensure you navigate the new terrain with ease and confidence. Discover how to maximize your engagement, tap into the wealth of resources available, and contribute to the growing tapestry of FME innovation. Join us in celebrating the future of FME collaboration, where your next breakthrough idea, insightful article, or spirited discussion awaits. Don't miss this opportunity to be a part of the evolution of the FME Community!

Breaking Barriers & Leveraging the Latest Developments in AI Technology

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Explore how to best leverage the latest of AI technology in our upcoming webinar, where we delve into advancements and trends in the field since our previous AI webinars in 2023. Join us for a session filled with fresh insights and practical knowledge. We're stitching together the final threads of this presentation as we speak, keeping pace with AI's breakneck speed. Expect a session brimming with the freshest insights, releases and breakthroughs in AI – right up to the minute! A spotlight of this session is set to include Dmitri Bagh’s exploration of innovative AI integrations with FME, ranging from generating 3D features for augmented reality using Dall-E, to enhancing urban planning with orthoimagery completion, and showcasing the power of AI in workspace analysis and geoart creation. Whether you're new to AI or an experienced practitioner, this webinar is tailored to keep you at the forefront of AI innovation. Get ready for a session that is as informative as it is inspiring, equipping you with the tools to excel in the dynamic world of artificial intelligence.

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Navigating the complexities of managing vast enterprise data across multiple systems can be challenging. This webinar is your guide to navigating and simplifying enterprise integration. As a technology leader, you may grapple with legacy systems, shadow IT, and budget constraints. Data and personnel silos often impede technological progress. FME champions integrating superior business systems to bolster your organization's digital strength – efficiently and affordably, using your current team and accessible services. Join us and partner guest speakers from Seamless in an engaging session exploring the essential roles of data and systems in modern enterprises. We'll provide insights on achieving high-quality data management, establishing strong governance, and enabling teams to manage their data effectively. Delve into strategies for ensuring high-quality data and building robust governance structures, with tips and tricks along the way. This webinar features real-life case studies demonstrating success in diverse industries. Learn cutting-edge strategies for data governance and system integration. Don't miss this opportunity to gain valuable insights and best practices for transforming your data governance and system integration processes.

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FME Lightning Talk: Raster

1. Preparing and Sharing Raster Data with FME April 2012

2. FME makes Preparing &Sharing Raster Data Quick &Easy!

3. Raster Scenario #1 Translate  More than 50 raster formats to choose from  ArcSDE&GeoDatabase Raster  CADRG  ECW  Geodatabase Raster  GIF / PNG  JPEG / JPEG2000  Oracle Spatial GeoRaster  …

4. FME Raster Format List ADRG ESRI ArcSDE Raster Map NITF ASRP ESRI Geodatabase Raster Oracle Spatial GeoRaster Aircom ENTERPRISE GIF PCI Geomatics Database File BMP GeoTIFF PNG Bathymetric Attributed Grid Golden Software Surfer Binary R Statistical Raster (RDATA) (BAG) Grid RADARSAT-2 XML CADRG Hierarchical Data Format 4 Shuttle Radar Topography CDED (HDF4) Mission Height DTED JPEG (SRTM HGT) ECW JPEG 2000 TIFF ENVI .hdr RAW Raster Landmark Z-MAP USGS DEM ER Mapper ERS LeicaGeosystems ERDAS Vertical Mapper Grid (NGrid) ESRI .hdr RAW Raster IMAGINE Web Map Service ESRI ASCII Grid LeicaGeosystems ERDAS RAW World Meteorological ESRI ArcGIS Binary Grid Maptech BSB Nautical Chart Organization GRIB ESRI ArcGIS Image Server Marconi PlaNet X11 Pixmap (XPM) ESRI ArcSDE Raster Catalog MrSID NETCDF

5. Raster Scenario #2 Resample

6. Raster Scenario #3 Reproject

7. Raster Scenario #4 Mosaic

8. Raster Scenario #5 Compress  Output formats with compression:  ECW  JPEG / JPEG2000  GeoTIFF / TIFF  Oracle Spatial GeoRaster  ArcSDE Raster  Geodatabase Raster  CADRG

9. Raster Scenario #6 Clip

10. Raster Combo Scenario #7 Mosaic Reproject Clip Catalog! (http://fme.ly/parks)

11. Raster Scenario #8 Tile

12. Raster Scenario #9 Web Tiling (http://fme.ly/tiles)

13. Raster Scenario #10 Drape

14. Raster Scenario 11 Colorize LiDAR

15. Raster Scenario 11 Colorize LiDAR

16. Raster Scenario #12 Power  Band Restructuring  Extents Extraction  Cell Value Calculation  Palettes  Expression Evaluation (pixel by pixel)  …

17. FME Raster Transformer List Clipper RasterBandRemover RasterPaletteGenerator *Reprojector (CSMAP, Esri, RasterBandSeparator RasterPaletteInterpretation GTRANS, GridInQuest, RasterCellCoercer Coercer BlueMarble) RasterCellOriginSetter RasterPaletteNodataSetter ImageFetcher RasterCellValueCalculator RasterPaletteRemover ImageRasterizer RasterCellValueReplacer RasterPaletteResolver NumericRasterizer RasterCellValueRounder RasterPropertiesExtractor PointCloudOnRaster RasterCheckpointer RasterPyramider ComponentSetter RasterRGBCreator RasterConsumer PointOnRasterValueExtractor RasterReader RasterDEMGenerator RasterBandAdder RasterReplacer RasterExpressionEvaluator RasterBandCombiner RasterResampler RasterExtentsCoercer RasterBandInterpretation RasterRotationApplier Coercer RasterExtractor RasterGCPExtractor RasterSelector RasterBandKeeper RasterGCPSetter RasterSingularCellValue RasterBandMinMaxExtractor Calculator RasterBandNameSetter RasterGeoreferencer RasterInterpretationCoercer RasterSubsetter RasterBandNodataRemover RasterTiler RasterBandNodataSetter RasterMosaicker RasterNumericCreator RasterToPolygonCoercer RasterBandOrderer VectorOnRasterOverlayer RasterBandProperties RasterPaletteAdder RasterPaletteExtractor WebMapTiler Extractor

18. Raster Scenario #13 Segmentation Transform a Numeric Raster…

19. Raster Scenario #13 Segmentation …Into Vector Polygons

20. Raster Scenario #14 Niche  Satellite, Statistics, Legacy, etc  ASRP / CADRG  HDF  NetCDF  NGRID  NITF  PLANET  R  …

21. Summary  FME can help you Prepare &Share your raster data Quickly &Easily!  Raster on FMEPedia: http://fme.ly/raster

Editor's Notes

This shortcut points to the output from the 9-WebMapTile workspace

FME Lightning Talk: Raster

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