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2nd stage Data-driven Classifier

It is a Support Vector Machine classifier trained for a 2-classes problem.

It represents the Step 9 of the Ailanthus Workflow within the Internal Joint Initiative.

Default

Date ( Creation)
2019-07-04
Date ( Publication)
2021-04-02
Status
Under development / Pre operational
Principal investigator
  CNR, Institute of Atmospheric Pollution Research, Italy - Palma Blonda

Author
  CNR, Institute of Atmospheric Pollution Research, Italy - Cristina Tarantino

Custodian
  LifeWatch ERIC ICT Core - Antonio José SÁENZ-ALBANÉS

Publisher
  LifeWatch ERIC Service Centre - Lucia Vaira

Principal investigator
  LifeWatch ERIC ICT Core - ICT Core Group

Keywords

modelling

Keywords

habitat mapping

Keywords

SVM

Keywords

classifier

Keywords

data-driven

Keywords

supervised classification

Keywords

Ailanthus

Keywords

IJI

Access constraints
License
Use limitation

The final license will be available soon

Operation name

‌Stack_2dates_WV2_2m_masked.tiff

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/29fcf0f8-b397-4edb-8b53-3b55d2320fe0

Description

It is a multi-layer file containing the two multi-season images each one with its 8 bands in which those pixels not classified as deciduous vegetation from first stage land cover mapping are masked. File format: raster geotiff.

Function

Input file

Operation name

‌ConfigurationParameter_SVM2classe.txt

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/11b44ea2-4348-476e-8e36-c52c4072ae4d

Description

Parameters to be setted for the training of the SVM classifier: Kernel function; Regularization parameter; penalty parameter. File format: text file.

Function

Input file

Operation name

Training_2classes_singleshape_FAO.shp

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/b494c188-654e-4804-9599-b55ec4629c3d

Description

Reference data for the training of the 2-classes supervised data-driven classifier. There is a file for each of the two classes in the scene. A numeric code is associated to each class. File format: shapefile.

Function

Input file

Operation name

Test_2classes_singleshape_FAO.shp

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/79576dfe-9b12-466c-a0bc-02ff1a72a31f

Description

Reference data for the validation of the output two classes mapping obtained from the SVM classifier at 2 meters spatial resolution. File format: shapefile.

Function

Input file

Operation name

Ailanthus_map.tiff

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/4fba2c31-d4c5-4ed8-9cc0-6ad21aa205e4

Description

It represents the final output map from the whole workflow: binary mapping Ailanthus/other deciduous vegetation. File format: raster geotiff.

Function

Output file

Operation name

‌ConfMatr_2classes.txt

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/697ce3ff-eb86-4d59-9956-a11e376417c5

Description

Confusion matrix related to the validation dataset. File format: text file.

Function

Output file

Operation name

‌Accuracy_Estimators_2classes.txt

Web site

https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/c44b79ea-051a-4271-b769-c848cb684301

Description

Accuracy measures as Overall Accuracy; User's Accuracy; Producer's Accuracy; F1-score. File format: text file.

Function

Output file

Topic Category
Land cover
Service Category

data classification

Service Category

data processing

Service Language
eng
Service TRL
TRL 9 – Actual system proven in operational environment

Metadata

File identifier
21693523-2079-4841-9657-bc891146a222 XML
Metadata language
en
Hierarchy level
Service
Metadata Schema Version

1.0

 
 

Overviews

overview

Spatial extent

Keywords



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