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
- 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
- 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
- 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
- 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
- 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
- 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
- Description
-
Confusion matrix related to the validation dataset. File format: text file.
- Function
-
Output file
- Operation name
-
Accuracy_Estimators_2classes.txt
- 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