Package | Description |
---|---|
org.openimaj.experiment.validation | |
org.openimaj.experiment.validation.cross | |
org.openimaj.image.processing.face.recognition.benchmarking |
Modifier and Type | Method and Description |
---|---|
static <DATASET extends Dataset<?>,ANALYSIS_RESULT,AGGREGATE_ANALYSIS_RESULT extends AnalysisResult> |
ValidationRunner.run(ResultAggregator<ANALYSIS_RESULT,AGGREGATE_ANALYSIS_RESULT> aggregator,
DATASET dataset,
CrossValidator<DATASET> cv,
ValidationOperation<DATASET,ANALYSIS_RESULT> round)
Perform cross validation using the given cross validation scheme
on the given data.
|
static <DATASET extends Dataset<?>,ANALYSIS_RESULT,AGGREGATE_ANALYSIS_RESULT extends AnalysisResult> |
ValidationRunner.run(ResultAggregator<ANALYSIS_RESULT,AGGREGATE_ANALYSIS_RESULT> aggregator,
DATASET dataset,
CrossValidator<DATASET> cv,
ValidationOperation<DATASET,ANALYSIS_RESULT> round,
ThreadPoolExecutor pool)
Perform cross validation using the given cross validation scheme
on the given data.
|
Modifier and Type | Class and Description |
---|---|
class |
GroupedKFold<KEY,INSTANCE>
K-Fold Cross-Validation on grouped datasets.
|
class |
GroupedLeaveOneOut<KEY,INSTANCE>
Leave-One-Out Cross Validation (LOOCV) with a
GroupedDataset . |
class |
KFold<INSTANCE>
K-Fold cross validation for
ListDataset s. |
class |
LeaveOneOut<INSTANCE>
Leave-One-Out Cross Validation (LOOCV) with a
ListDataset . |
class |
StratifiedGroupedKFold<KEY,INSTANCE>
Stratified K-Fold Cross-Validation on grouped datasets.
|
Modifier and Type | Field and Description |
---|---|
protected CrossValidator<GroupedDataset<PERSON,ListDataset<FACE>,FACE>> |
CrossValidationBenchmark.crossValidator |
Constructor and Description |
---|
CrossValidationBenchmark(CrossValidator<GroupedDataset<PERSON,ListDataset<FACE>,FACE>> crossValidator,
GroupedDataset<PERSON,? extends ListDataset<IMAGE>,IMAGE> dataset,
FaceDetector<FACE,IMAGE> faceDetector,
FaceRecogniserProvider<FACE,PERSON> engine)
Construct the
CrossValidationBenchmark experiment with the given
dependent variables. |