OTB.SampleAugmentation: Generates synthetic samples from a sample data file.

{"id": "OTB.SampleAugmentation", "title": "Generates synthetic samples from a sample data file.", "description": "The application takes a sample data file as generated by the SampleExtraction application and generates synthetic samples to increase the number of available samples.", "version": "1.0.0", "jobControlOptions": ["sync-execute", "async-execute", "dismiss"], "outputTransmission": ["value", "reference"], "links": [{"rel": "http://www.opengis.net/def/rel/ogc/1.0/execute", "type": "application/json", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/OTB.SampleAugmentation/execution"}, {"rel": "alternate", "type": "text/html", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/OTB.SampleAugmentation/execution.html"}], "inputs": {"in": {"title": "Vector data file containing samples (OGR format)", "description": "Vector data file containing samples (OGR format)", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["image/tiff", "image/jpeg", "image/png"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "base64", "contentMediaType": "image/tiff"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "image/jpeg"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "image/png"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "base64", "contentMediaType": "image/tiff"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "image/jpeg"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "image/png"}]}, "id": "in"}, "field": {"title": "Name of the field carrying the class name in the input vectors.", "description": "Name of the field carrying the class name in the input vectors.", "maxOccurs": 1024, "schema": {"type": "string", "default": "Any value"}, "id": "field"}, "layer": {"title": "Layer index to read in the input vector file.", "description": "Layer index to read in the input vector file.", "schema": {"type": "integer", "default": 0, "nullable": true}, "id": "layer"}, "label": {"title": "Label of the class of the input file for which new samples will be generated.", "description": "Label of the class of the input file for which new samples will be generated.", "schema": {"type": "integer", "default": 1}, "id": "label"}, "samples": {"title": "Number of synthetic samples that will be generated.", "description": "Number of synthetic samples that will be generated.", "schema": {"type": "integer", "default": 100}, "id": "samples"}, "exclude": {"title": "List of field names in the input vector data that will not be generated in the output file.", "description": "List of field names in the input vector data that will not be generated in the output file.", "maxOccurs": 1024, "schema": {"type": "string", "default": "Any value"}, "id": "exclude"}, "strategy": {"title": "strategy", "description": "strategy", "schema": {"type": "string", "default": "replicate", "enum": ["replicate", "jitter", "smote"]}, "id": "strategy"}, "strategy.jitter.stdfactor": {"title": "The noise added to the input samples will have the standard deviation of the input features divided by the value of this parameter. ", "description": "The noise added to the input samples will have the standard deviation of the input features divided by the value of this parameter. ", "schema": {"type": "number", "default": 10, "format": "double"}, "id": "strategy.jitter.stdfactor"}, "strategy.smote.neighbors": {"title": "Number of nearest neighbors to be used in the SMOTE algorithm", "description": "Number of nearest neighbors to be used in the SMOTE algorithm", "schema": {"type": "integer"}, "id": "strategy.smote.neighbors"}, "seed": {"title": "Set specific seed. with integer value.", "description": "Set specific seed. with integer value.", "schema": {"type": "integer", "nullable": true}, "id": "seed"}}, "outputs": {"out": {"title": "Output vector data file storing new samples(OGR format).", "description": "Output vector data file storing new samples(OGR format).", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/xml", "application/vnd.google-earth.kml+xml", "application/json", "application/zip"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/xml"}, {"type": "string", "contentEncoding": "utf-8", "contentMediaType": "application/vnd.google-earth.kml+xml"}, {"type": "object"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "application/zip"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/xml"}, {"type": "string", "contentEncoding": "utf-8", "contentMediaType": "application/vnd.google-earth.kml+xml"}, {"type": "object"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "application/zip"}]}, "id": "out"}}}