LifeWatch ERIC Metadata Catalogue
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
Identification
- Date ( Creation )
- 2019-07-04
- Date ( Publication )
- 2021-04-02
- Status
- Under development / Pre operational
- Version
- 1.0
- 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
- Protocol
- DOI
- 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
