SlideShare une entreprise Scribd logo
1  sur  47
Get more from your UAV Imagery
April 05, 2016
Why work with Geomatica for UAV Analysis?
• Use Geomatica to complement and
augment your UAV image analysis
– Automatically align your imagery and perform
mutli-temporal analysis
– Produce better DEMs (ingest point clouds)
– Leverage Python and automation capability
© PCI Geomatics (2016)
2
Flexible, Scalable Solutions
Desktop Remote
Sensing and
Ortho-mosaicking
Software Suite
Workflow
Automation
High Volume
Production
SCALABLE|FLEXIBLE
OPERATIONAL EFFICIENCY
© PCI Geomatics (2016)
3
Production Capabilities
More automation, fewer operators,
faster
Analysis/Research/Info Extraction
© PCI Geomatics (2016)
4
Production Capabilities
Custom Workflow Development
DEM
Extraction
Custom
Function
Calc
Volume
Create custom workflows to meet your exact
requirements
Deploy on desktops or servers
© PCI Geomatics (2016)
5
Geomatica Environments
UAV Processing & Analysis
Geomatica Environments
Geomatica offers a number of advanced processing
& analytical environments
• Focus – Viewing, analysis, research and prototyping
• OrthoEngine/Mosaic Tool – Powerful automatic mosaicking
algorithms and editing tools
• Modeler – Graphical modelling environment for creating custom
repeatable batch workflows
• Python – Creating custom workflows and solutions
© PCI Geomatics (2016)
7
Geomatica’s Focus
© PCI Geomatics (2016)
8
Geomatica’s Focus
Advanced Raster Calculator
- Quickly test custom calculations
- Supports conditioning
- Supports masks
- Ideal for research and prototyping
© PCI Geomatics (2016)
9
Geomatica’s Focus
- Over 550 algorithms
- Advanced analytical algorithms
- Advanced image processing algorithms
- Simple setup
- Ideal for final product creation
- Ideal for research and prototyping
Algorithm Librarian
© PCI Geomatics (2016)
10
Geomatica’s Focus
Advanced DEM Editing
- Advanced tools for DEM editing
- Simple to use and dynamic
- Very accurate results
- Ideal for ortho-mosaicking
- Ideal for volumetric analysis
© PCI Geomatics (2016)
11
Geomatica’s OrthoEngine/Mosaic Tool
OrthoEngine
• Powerful automatic color balancing and seamline creation
for small and large mosaics
• Intuitive and powerful editing tools for small and very large
mosaics
• Multiple-user mosaic editing for large projects
Mosaic Tool
© PCI Geomatics (2016)
12
Geomatica’s OrthoEngine/Mosaic Tool
Automatic Mosaicking Algorithms
- Advanced new color balancing algorithms
- Advanced seamline creation algorithms
© PCI Geomatics (2016)
13
Geomatica’s Modeler
- Easy to set up
- Create custom batch workflows
- Access all of Geomatica’s 550+ algorithms
- MODEL module for creating custom
processes, which can be connected to the
workflow
© PCI Geomatics (2016)
14
Geomatica’s Python API
New Stockpiles
- Use your favorite IDE (i.e. PyCharm)
- Create solutions to meet your client’s exact
needs
- Combine Geomatica functions with other
libraries (i.e. ArcGIS, OpenCV, Shapely, etc)
- Create Custom interfaces (Desktop GUIs,
Web interfaces, cloud solutions)
© PCI Geomatics (2016)
15
Advantages of Geomatica
Image Processing
Geomatica Image Processing Advantages
• Better interpolation when generating DSMs from point
clouds
• Better interactive DEM editing tools
• Automatic band co-registration
• Automatic temporal stack co-registration
• Handling of large projects
• Python and graphical modelling environments for custom
and repeatable batch workflows
© PCI Geomatics (2016)
17
Better DEM Generation
SfM DSM – Interpolated with TIN model (striping and TIN artifacts)
© PCI Geomatics (2016)
18
Better DEM Generation
Geomatica DSM – Interpolated with VDEMINT
© PCI Geomatics (2016)
19
Better DEM Generation
DIY (Do It Yourself) Recipe to generate better DEMs
Export point
cloud as .las
Setup & Run
VDEMINT
UAV Software Geomatica
Provide input .las
Set output DEM file
Set pixel resolution
© PCI Geomatics (2016)
20
Better Ortho-Images
SfM Ortho –Roof and Tree Artifacts
© PCI Geomatics (2016)
21
Better Ortho-images
Geomatica Ortho – No Roof or Tree Artifacts
© PCI Geomatics (2016)
22
Co-Registration of Bands
Automatic Band Co-registration
• Automatic control point
collection
• Quickly and accurately co-
register bands
• Effective for UAVs with
multiple cameras (RGB +
NIR)
Unregistered
© PCI Geomatics (2016)
23
Co-registration of Bands
Automatic Registration of Bands
Automatically Band Co-registration
• Automatic control point
collection
• Quickly and accurately co-
register bands
• Effective for UAVs with
multiple cameras (RGB +
NIR)
© PCI Geomatics (2016)
24
REGAUTOGCP2
PCIMOD
IIIC
FIMPORT
GENAPMODEL
MODEL2GEOREF
Co-Registration of Bands
DIY (Do It Yourself) Recipe to Co-Register Bands
Ingest and
Prepare Images
Auto GCP
Collection
Registration
© PCI Geomatics (2016)
25
Temporal Stack Co-Registration
Aug 16th, 2015 Ortho-Mosaic
• Without Co-registration
• Result is direct out of SfM
processing by third party
application
Aug 16th, 2015 Ortho-Mosaic
© PCI Geomatics (2016)
26
Temporal Stack Co-Registration
Aug 24th, 2015 Ortho-Mosaic
• Without Co-registration
• Result is direct out of SfM
processing by third party
application
© PCI Geomatics (2016)
27
Temporal Stack Co-Registration
Aug 16th, 2015 Ortho-Mosaic
• With automatic Co-registration
• Result after Geomatica
processing
© PCI Geomatics (2016)
28
Temporal Stack Co-Registration
Aug 16th, 2015 Ortho-MosaicAug 24th, 2015 Ortho-Mosaic
• With automatic Co-registration
• Result after Geomatica
processing
© PCI Geomatics (2016)
29
AUTOGCP2
Co-Registration of Bands
DIY (Do It Yourself) Recipe to Co-Register an Image Stack
Auto GCP
Collection
Registration
REG
Unregistered stack Co-registered stack
© PCI Geomatics (2016)
30
Advantages of Geomatica
UAV Analysis
Geomatica Image Analysis Advantages
• Advanced time-series analysis
• Advanced volumetric analysis
• Advanced spectral analysis
• Handling of large projects
• Information extraction
• Python and graphical modelling environments for custom
and repeatable batch workflows
© PCI Geomatics (2016)
32
Semi-Automatic Stockpile Extraction
Stop manually delineating stockpiles
© PCI Geomatics (2016)
33
Semi-Automatic Stockpile Extraction
1. Live DEM Editor
2. Change Detection
3. EXPOLRAS
© PCI Geomatics (2016)
34
Automatic Volumetric Change Detection
Fully-automatic volumetric change extraction & measurements
Create fully automatic workflows to extract and measure areas of new and removed aggregate
© PCI Geomatics (2016)
35
Automatic Volumetric Change Detection
2 Month Difference
0
change
+17m
-11m
© PCI Geomatics (2016)
36
ZeolitesZeolites
CalciteCalcite
AluniteAlunite
KaoliniteKaolinite
Illite/Illite/
MuscoviteMuscovite
BuddingtoniteBuddingtonite
UnclassifiedUnclassified
ZeolitesZeolites
CalciteCalcite
AluniteAlunite
KaoliniteKaolinite
Illite/Illite/
MuscoviteMuscovite
BuddingtoniteBuddingtonite
UnclassifiedUnclassified
Mineral Mapping
Optical Analysis
Advanced optical and spectral analysis tools
Leverage over 30 years of image analysis tools & algorithms built for remote sensing applications
Flood Mapping & Vector Analysis
Change Detection
Land-use Classification
© PCI Geomatics (2016)
37
Temporal Stack Registration & Analysis
Aug 15,
2015
RGB
© PCI Geomatics (2016)
38
Temporal Stack Registration & Analysis
Aug 15,
2015
GRVI
© PCI Geomatics (2016)
39
Temporal Stack Registration & Analysis
Aug 23,
2015
RGB
© PCI Geomatics (2016)
40
Temporal Stack Registration & Analysis
Aug 23,
2015
GRVI
© PCI Geomatics (2016)
41
Temporal Stack Registration & Analysis
Vegetation
Changes
(373 m2)
© PCI Geomatics (2016)
42
Create Custom Workflows
Create custom workflows to meet the unique requirements of
your clients
With Python, you can use Geomatics over 550 algorithms and API to offer many unique
products and meet the exact needs of your customers
© PCI Geomatics (2016)
43
Asset Management
Automatic Counting
285 Assets
96% Accuracy
© PCI Geomatics (2016)
44
UAV Alignment Metrics
UAV ALIGMENT PROJECT PROCESSING TIME
Number of ortho-mosaics in alignment
project
2 Image Preparation 10.8 mins
Size of datasets 18 GB each Automatic Point Collection 8.1 mins
Ground coverage (Hectares / Acres) 95 ha / 235 ac Alignment 10.0 mins
Input / Output GSD 1.5 cm Export 6.4 mins
PC Specs: i7-4770 3.4GHz, 24 GB RAM,
HDD
Total 35.3 mins
Fully automated workflow powered by Geomatica Python API
© PCI Geomatics (2016)
45
UAV Alignment Workflow
Quality
Assurance
SfM
Processing
(Pix4D, Agisoft,
etc)
Data
Preparation
Automatic
Point
Collection
Automatic
Alignment Export
Vegetation
Change
Detection
Volumetric
Change
Detection
Ingest Point
Cloud and
Create DSM
Asset
Counting
t1 tn
© PCI Geomatics (2016)
46
www.pcigeomatics.com
info@pcigeomatics.com
Contact PCI Geomatics
© PCI Geomatics (2016)
47

Contenu connexe

Tendances

2006 mine integration plan
2006 mine integration plan2006 mine integration plan
2006 mine integration planElliot Duff
 
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TES
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TESUAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TES
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TESBrett Johnson
 
Unmanned Aerial Systems for Precision Mapping
Unmanned Aerial Systems for Precision MappingUnmanned Aerial Systems for Precision Mapping
Unmanned Aerial Systems for Precision MappingUAS Colorado
 
GeoImaging Accelerator - GXL Product Overview
GeoImaging Accelerator - GXL Product OverviewGeoImaging Accelerator - GXL Product Overview
GeoImaging Accelerator - GXL Product OverviewPci Geomatics
 
UAS RMUASP Meetup with PIX4D
UAS RMUASP Meetup with PIX4D  UAS RMUASP Meetup with PIX4D
UAS RMUASP Meetup with PIX4D UAS Colorado
 
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile AppsGIS in the Rockies
 
UAS Applications for Civil Engineering
UAS Applications for Civil EngineeringUAS Applications for Civil Engineering
UAS Applications for Civil EngineeringUAS Colorado
 
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...IRJET- Study of Real Time Kinematica Survey with Differential Global Position...
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...IRJET Journal
 
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...IES / IAQM
 
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GIS
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GISNDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GIS
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GISNorth Dakota GIS Hub
 
What's new in Hexagon-Geospatial Power Portfolio 2016
What's new in Hexagon-Geospatial Power Portfolio 2016What's new in Hexagon-Geospatial Power Portfolio 2016
What's new in Hexagon-Geospatial Power Portfolio 2016Planetek Italia Srl
 
Tornado Disaster Response using Drones
Tornado Disaster Response using DronesTornado Disaster Response using Drones
Tornado Disaster Response using DronesUAS Colorado
 
Aerial /Drone survey
Aerial /Drone surveyAerial /Drone survey
Aerial /Drone surveyOpenmaps
 
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...IMGS
 
Necesidades de supercomputacion en las empresas españolas
Necesidades de supercomputacion en las empresas españolasNecesidades de supercomputacion en las empresas españolas
Necesidades de supercomputacion en las empresas españolasCein
 
Reiner Jäger Karlsruhe University of Applied Sciences
Reiner Jäger Karlsruhe University of Applied SciencesReiner Jäger Karlsruhe University of Applied Sciences
Reiner Jäger Karlsruhe University of Applied SciencesThe European GNSS Agency (GSA)
 
Exploration of snap using sentinal 1 images
Exploration of snap using sentinal 1 imagesExploration of snap using sentinal 1 images
Exploration of snap using sentinal 1 imagesAbran Idrees
 
Realini go gps_foss4g2011_small2
Realini go gps_foss4g2011_small2Realini go gps_foss4g2011_small2
Realini go gps_foss4g2011_small2masarunarazaki
 

Tendances (20)

2006 mine integration plan
2006 mine integration plan2006 mine integration plan
2006 mine integration plan
 
Hydrographic and marine software Solutions
Hydrographic and marine software SolutionsHydrographic and marine software Solutions
Hydrographic and marine software Solutions
 
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TES
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TESUAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TES
UAV MAPPING, LIDAR MAPPING, LAND AND MINING AND ENGINEERING SURVEY - TES
 
Unmanned Aerial Systems for Precision Mapping
Unmanned Aerial Systems for Precision MappingUnmanned Aerial Systems for Precision Mapping
Unmanned Aerial Systems for Precision Mapping
 
GeoImaging Accelerator - GXL Product Overview
GeoImaging Accelerator - GXL Product OverviewGeoImaging Accelerator - GXL Product Overview
GeoImaging Accelerator - GXL Product Overview
 
UAS RMUASP Meetup with PIX4D
UAS RMUASP Meetup with PIX4D  UAS RMUASP Meetup with PIX4D
UAS RMUASP Meetup with PIX4D
 
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps
2018 GIS in Business: Trials and Tribulations of Switching to esri's Mobile Apps
 
UAS Applications for Civil Engineering
UAS Applications for Civil EngineeringUAS Applications for Civil Engineering
UAS Applications for Civil Engineering
 
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...IRJET- Study of Real Time Kinematica Survey with Differential Global Position...
IRJET- Study of Real Time Kinematica Survey with Differential Global Position...
 
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...
Comparison of Wind Tunnel and CFD Modelling for Nearfield Dispersion from an ...
 
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GIS
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GISNDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GIS
NDGeospatialSummit2019 - Drone Based Lidar and the Future of Survey/GIS
 
What's new in Hexagon-Geospatial Power Portfolio 2016
What's new in Hexagon-Geospatial Power Portfolio 2016What's new in Hexagon-Geospatial Power Portfolio 2016
What's new in Hexagon-Geospatial Power Portfolio 2016
 
Tornado Disaster Response using Drones
Tornado Disaster Response using DronesTornado Disaster Response using Drones
Tornado Disaster Response using Drones
 
Aerial /Drone survey
Aerial /Drone surveyAerial /Drone survey
Aerial /Drone survey
 
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...
Measuring Change with Radar Imagery_Richard Goodman - Intergraph Geospatial W...
 
Necesidades de supercomputacion en las empresas españolas
Necesidades de supercomputacion en las empresas españolasNecesidades de supercomputacion en las empresas españolas
Necesidades de supercomputacion en las empresas españolas
 
Reiner Jäger Karlsruhe University of Applied Sciences
Reiner Jäger Karlsruhe University of Applied SciencesReiner Jäger Karlsruhe University of Applied Sciences
Reiner Jäger Karlsruhe University of Applied Sciences
 
Gps Technology
Gps TechnologyGps Technology
Gps Technology
 
Exploration of snap using sentinal 1 images
Exploration of snap using sentinal 1 imagesExploration of snap using sentinal 1 images
Exploration of snap using sentinal 1 images
 
Realini go gps_foss4g2011_small2
Realini go gps_foss4g2011_small2Realini go gps_foss4g2011_small2
Realini go gps_foss4g2011_small2
 

En vedette

Generation of high resolution DSM using UAV Images
Generation of high resolution DSM using UAV Images  Generation of high resolution DSM using UAV Images
Generation of high resolution DSM using UAV Images Nepal Flying Labs
 
#29 SUSB Expo 2014 PIX4D
#29 SUSB Expo 2014 PIX4D#29 SUSB Expo 2014 PIX4D
#29 SUSB Expo 2014 PIX4DsUAS News
 
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologica
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologicaRussell: Geomatica per la ricerca, prevenzione e ricognizione archeologica
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologicaFrancesco Passantino
 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingWalterMoody
 
Soil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesSoil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesAmanda Woods
 
Study of-ndvi-land-surface-temperature-using-landsat-tm-data
Study of-ndvi-land-surface-temperature-using-landsat-tm-dataStudy of-ndvi-land-surface-temperature-using-landsat-tm-data
Study of-ndvi-land-surface-temperature-using-landsat-tm-dataJosé Pasapera Gonzales
 
Western crop science society of america conference oregon, 2013 - greensee...
Western crop science society of america conference    oregon, 2013 - greensee...Western crop science society of america conference    oregon, 2013 - greensee...
Western crop science society of america conference oregon, 2013 - greensee...Wtarc Conrad Montana
 
Lorenzo Martelletti Pix4D
Lorenzo Martelletti   Pix4DLorenzo Martelletti   Pix4D
Lorenzo Martelletti Pix4DsUAS News
 
Evaluating satellite remote sensing as a method for measuring yield variabili...
Evaluating satellite remote sensing as a method for measuring yield variabili...Evaluating satellite remote sensing as a method for measuring yield variabili...
Evaluating satellite remote sensing as a method for measuring yield variabili...Amanda Woods
 
Remote Sensing with a Drone
Remote Sensing with a DroneRemote Sensing with a Drone
Remote Sensing with a DroneTravis Peterson
 
Indices for Precision Agriculture
Indices for Precision AgricultureIndices for Precision Agriculture
Indices for Precision AgricultureAlex Charles, E.I.T
 
Introduce variable/ Indices using landsat image
Introduce variable/ Indices using landsat imageIntroduce variable/ Indices using landsat image
Introduce variable/ Indices using landsat imageKabir Uddin
 
DSM Generation Using High Resolution UAV Images
DSM Generation Using High Resolution UAV ImagesDSM Generation Using High Resolution UAV Images
DSM Generation Using High Resolution UAV ImagesBiplov Bhandari
 
Few Indicies(NDVI... etc) performed on ERDAS software using Model Maker
Few Indicies(NDVI... etc) performed on ERDAS software using Model MakerFew Indicies(NDVI... etc) performed on ERDAS software using Model Maker
Few Indicies(NDVI... etc) performed on ERDAS software using Model MakerSwetha A
 
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”Michael Hewitt, GISP
 
NDVI Presentation-by Steve Caldwell-PROMO - Copy
NDVI Presentation-by Steve Caldwell-PROMO - CopyNDVI Presentation-by Steve Caldwell-PROMO - Copy
NDVI Presentation-by Steve Caldwell-PROMO - CopySteve Caldwell
 
GeoVantage Agriculture Imagery
GeoVantage Agriculture ImageryGeoVantage Agriculture Imagery
GeoVantage Agriculture ImageryMatthew Herring
 

En vedette (20)

Generation of high resolution DSM using UAV Images
Generation of high resolution DSM using UAV Images  Generation of high resolution DSM using UAV Images
Generation of high resolution DSM using UAV Images
 
#29 SUSB Expo 2014 PIX4D
#29 SUSB Expo 2014 PIX4D#29 SUSB Expo 2014 PIX4D
#29 SUSB Expo 2014 PIX4D
 
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologica
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologicaRussell: Geomatica per la ricerca, prevenzione e ricognizione archeologica
Russell: Geomatica per la ricerca, prevenzione e ricognizione archeologica
 
Zhang UAV at USCID
Zhang UAV at USCIDZhang UAV at USCID
Zhang UAV at USCID
 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & Marketing
 
Soil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesSoil & Landscape Mapping Technologies
Soil & Landscape Mapping Technologies
 
Remote sensing
Remote sensingRemote sensing
Remote sensing
 
Study of-ndvi-land-surface-temperature-using-landsat-tm-data
Study of-ndvi-land-surface-temperature-using-landsat-tm-dataStudy of-ndvi-land-surface-temperature-using-landsat-tm-data
Study of-ndvi-land-surface-temperature-using-landsat-tm-data
 
Sensor nutrient management swcs williams
Sensor nutrient management swcs   williamsSensor nutrient management swcs   williams
Sensor nutrient management swcs williams
 
Western crop science society of america conference oregon, 2013 - greensee...
Western crop science society of america conference    oregon, 2013 - greensee...Western crop science society of america conference    oregon, 2013 - greensee...
Western crop science society of america conference oregon, 2013 - greensee...
 
Lorenzo Martelletti Pix4D
Lorenzo Martelletti   Pix4DLorenzo Martelletti   Pix4D
Lorenzo Martelletti Pix4D
 
Evaluating satellite remote sensing as a method for measuring yield variabili...
Evaluating satellite remote sensing as a method for measuring yield variabili...Evaluating satellite remote sensing as a method for measuring yield variabili...
Evaluating satellite remote sensing as a method for measuring yield variabili...
 
Remote Sensing with a Drone
Remote Sensing with a DroneRemote Sensing with a Drone
Remote Sensing with a Drone
 
Indices for Precision Agriculture
Indices for Precision AgricultureIndices for Precision Agriculture
Indices for Precision Agriculture
 
Introduce variable/ Indices using landsat image
Introduce variable/ Indices using landsat imageIntroduce variable/ Indices using landsat image
Introduce variable/ Indices using landsat image
 
DSM Generation Using High Resolution UAV Images
DSM Generation Using High Resolution UAV ImagesDSM Generation Using High Resolution UAV Images
DSM Generation Using High Resolution UAV Images
 
Few Indicies(NDVI... etc) performed on ERDAS software using Model Maker
Few Indicies(NDVI... etc) performed on ERDAS software using Model MakerFew Indicies(NDVI... etc) performed on ERDAS software using Model Maker
Few Indicies(NDVI... etc) performed on ERDAS software using Model Maker
 
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”
Luke Monette, OSMRE, “Drones and their use in Environmental Monitoring”
 
NDVI Presentation-by Steve Caldwell-PROMO - Copy
NDVI Presentation-by Steve Caldwell-PROMO - CopyNDVI Presentation-by Steve Caldwell-PROMO - Copy
NDVI Presentation-by Steve Caldwell-PROMO - Copy
 
GeoVantage Agriculture Imagery
GeoVantage Agriculture ImageryGeoVantage Agriculture Imagery
GeoVantage Agriculture Imagery
 

Similaire à Get more from your UAV Imagery

Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Tugdual Grall
 
Overview to LMKR Services and Software. Workflow related 2017
Overview to LMKR Services and Software. Workflow related 2017 Overview to LMKR Services and Software. Workflow related 2017
Overview to LMKR Services and Software. Workflow related 2017 Javan Meinwald, MBA, MS
 
OGC Update for State of Geospatial Tech at T-Rex
OGC Update for State of Geospatial Tech at T-RexOGC Update for State of Geospatial Tech at T-Rex
OGC Update for State of Geospatial Tech at T-RexGeorge Percivall
 
CEP - simplified streaming architecture - Strata Singapore 2016
CEP - simplified streaming architecture - Strata Singapore 2016CEP - simplified streaming architecture - Strata Singapore 2016
CEP - simplified streaming architecture - Strata Singapore 2016Mathieu Dumoulin
 
AI and Space: finally, no more arguing with the GPS
AI and Space: finally, no more arguing with the GPSAI and Space: finally, no more arguing with the GPS
AI and Space: finally, no more arguing with the GPSSpeck&Tech
 
MAP Real-Time Analytics Platform
MAP Real-Time Analytics PlatformMAP Real-Time Analytics Platform
MAP Real-Time Analytics PlatformMike Everest
 
RIPE Atlas
RIPE AtlasRIPE Atlas
RIPE AtlasRIPE NCC
 
ORFEO ToolBox at CS-SI From research to operational applications
ORFEO ToolBox at CS-SI From research to operational applicationsORFEO ToolBox at CS-SI From research to operational applications
ORFEO ToolBox at CS-SI From research to operational applicationsotb
 
GOM - Novidades 2012 - 9º Seminário de Tecnologias Robtec - 2012
GOM - Novidades 2012 -  9º Seminário de Tecnologias Robtec - 2012GOM - Novidades 2012 -  9º Seminário de Tecnologias Robtec - 2012
GOM - Novidades 2012 - 9º Seminário de Tecnologias Robtec - 2012Robtec
 
3D Perception for Autonomous Driving - Datasets and Algorithms -
3D Perception for Autonomous Driving - Datasets and Algorithms -3D Perception for Autonomous Driving - Datasets and Algorithms -
3D Perception for Autonomous Driving - Datasets and Algorithms -Kazuyuki Miyazawa
 
Vizup 3D Optimization for Reality Capture (company presentation and recent us...
Vizup 3D Optimization for Reality Capture (company presentation and recent us...Vizup 3D Optimization for Reality Capture (company presentation and recent us...
Vizup 3D Optimization for Reality Capture (company presentation and recent us...vizup
 
PowerPoint Fusion360 - BIM OLE - English
PowerPoint Fusion360 - BIM OLE - EnglishPowerPoint Fusion360 - BIM OLE - English
PowerPoint Fusion360 - BIM OLE - EnglishQuentin Marquette
 
Distributed Development of IoT Middleware with Microservices
Distributed Development of IoT Middleware with MicroservicesDistributed Development of IoT Middleware with Microservices
Distributed Development of IoT Middleware with MicroservicesMario Kušek
 
Capturing and Stitching of ground surface images to enable a Machine Learning...
Capturing and Stitching of ground surface images to enable a Machine Learning...Capturing and Stitching of ground surface images to enable a Machine Learning...
Capturing and Stitching of ground surface images to enable a Machine Learning...Pradeep Siddagangaiah
 
bro_geoslam-introduction.pdf
bro_geoslam-introduction.pdfbro_geoslam-introduction.pdf
bro_geoslam-introduction.pdfYoussefZghari
 
Fast Cars, Big Data How Streaming can help Formula 1
Fast Cars, Big Data How Streaming can help Formula 1Fast Cars, Big Data How Streaming can help Formula 1
Fast Cars, Big Data How Streaming can help Formula 1Carol McDonald
 

Similaire à Get more from your UAV Imagery (20)

Cosmi cjuin sig2018
Cosmi cjuin sig2018Cosmi cjuin sig2018
Cosmi cjuin sig2018
 
Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1
 
Overview to LMKR Services and Software. Workflow related 2017
Overview to LMKR Services and Software. Workflow related 2017 Overview to LMKR Services and Software. Workflow related 2017
Overview to LMKR Services and Software. Workflow related 2017
 
OGC Update for State of Geospatial Tech at T-Rex
OGC Update for State of Geospatial Tech at T-RexOGC Update for State of Geospatial Tech at T-Rex
OGC Update for State of Geospatial Tech at T-Rex
 
CEP - simplified streaming architecture - Strata Singapore 2016
CEP - simplified streaming architecture - Strata Singapore 2016CEP - simplified streaming architecture - Strata Singapore 2016
CEP - simplified streaming architecture - Strata Singapore 2016
 
AI and Space: finally, no more arguing with the GPS
AI and Space: finally, no more arguing with the GPSAI and Space: finally, no more arguing with the GPS
AI and Space: finally, no more arguing with the GPS
 
MAP Real-Time Analytics Platform
MAP Real-Time Analytics PlatformMAP Real-Time Analytics Platform
MAP Real-Time Analytics Platform
 
Programas softwares
Programas  softwares   Programas  softwares
Programas softwares
 
RIPE Atlas
RIPE AtlasRIPE Atlas
RIPE Atlas
 
ORFEO ToolBox at CS-SI From research to operational applications
ORFEO ToolBox at CS-SI From research to operational applicationsORFEO ToolBox at CS-SI From research to operational applications
ORFEO ToolBox at CS-SI From research to operational applications
 
GOM - Novidades 2012 - 9º Seminário de Tecnologias Robtec - 2012
GOM - Novidades 2012 -  9º Seminário de Tecnologias Robtec - 2012GOM - Novidades 2012 -  9º Seminário de Tecnologias Robtec - 2012
GOM - Novidades 2012 - 9º Seminário de Tecnologias Robtec - 2012
 
3D Perception for Autonomous Driving - Datasets and Algorithms -
3D Perception for Autonomous Driving - Datasets and Algorithms -3D Perception for Autonomous Driving - Datasets and Algorithms -
3D Perception for Autonomous Driving - Datasets and Algorithms -
 
Vizup 3D Optimization for Reality Capture (company presentation and recent us...
Vizup 3D Optimization for Reality Capture (company presentation and recent us...Vizup 3D Optimization for Reality Capture (company presentation and recent us...
Vizup 3D Optimization for Reality Capture (company presentation and recent us...
 
PowerPoint Fusion360 - BIM OLE - English
PowerPoint Fusion360 - BIM OLE - EnglishPowerPoint Fusion360 - BIM OLE - English
PowerPoint Fusion360 - BIM OLE - English
 
JPEG emerging standards
JPEG emerging standardsJPEG emerging standards
JPEG emerging standards
 
Distributed Development of IoT Middleware with Microservices
Distributed Development of IoT Middleware with MicroservicesDistributed Development of IoT Middleware with Microservices
Distributed Development of IoT Middleware with Microservices
 
Geospatial Product Watch 2015
Geospatial Product Watch 2015Geospatial Product Watch 2015
Geospatial Product Watch 2015
 
Capturing and Stitching of ground surface images to enable a Machine Learning...
Capturing and Stitching of ground surface images to enable a Machine Learning...Capturing and Stitching of ground surface images to enable a Machine Learning...
Capturing and Stitching of ground surface images to enable a Machine Learning...
 
bro_geoslam-introduction.pdf
bro_geoslam-introduction.pdfbro_geoslam-introduction.pdf
bro_geoslam-introduction.pdf
 
Fast Cars, Big Data How Streaming can help Formula 1
Fast Cars, Big Data How Streaming can help Formula 1Fast Cars, Big Data How Streaming can help Formula 1
Fast Cars, Big Data How Streaming can help Formula 1
 

Dernier

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️Delhi Call girls
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsAlberto González Trastoy
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplatePresentation.STUDIO
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech studentsHimanshiGarg82
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsJhone kinadey
 
Diamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionDiamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionSolGuruz
 
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...kalichargn70th171
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesVictorSzoltysek
 
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfintroduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfVishalKumarJha10
 
Introducing Microsoft’s new Enterprise Work Management (EWM) Solution
Introducing Microsoft’s new Enterprise Work Management (EWM) SolutionIntroducing Microsoft’s new Enterprise Work Management (EWM) Solution
Introducing Microsoft’s new Enterprise Work Management (EWM) SolutionOnePlan Solutions
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️Delhi Call girls
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...OnePlan Solutions
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Modelsaagamshah0812
 
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdf
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdfAzure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdf
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdfryanfarris8
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Steffen Staab
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfkalichargn70th171
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...panagenda
 

Dernier (20)

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS LiveVip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation Template
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial Goals
 
Diamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with PrecisionDiamond Application Development Crafting Solutions with Precision
Diamond Application Development Crafting Solutions with Precision
 
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...
The Guide to Integrating Generative AI into Unified Continuous Testing Platfo...
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
 
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdfintroduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
introduction-to-automotive Andoid os-csimmonds-ndctechtown-2021.pdf
 
Introducing Microsoft’s new Enterprise Work Management (EWM) Solution
Introducing Microsoft’s new Enterprise Work Management (EWM) SolutionIntroducing Microsoft’s new Enterprise Work Management (EWM) Solution
Introducing Microsoft’s new Enterprise Work Management (EWM) Solution
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Models
 
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdf
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdfAzure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdf
Azure_Native_Qumulo_High_Performance_Compute_Benchmarks.pdf
 
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
 

Get more from your UAV Imagery