Modifier and Type | Class and Description |
---|---|
class |
MusicSpeechDataset
OpenIMAJ Dataset for the MusicSpeech Database
|
Modifier and Type | Interface and Description |
---|---|
interface |
GroupedDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE>
A
Dataset that is grouped into separate classes or groups. |
class |
MapBackedDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE>
|
static class |
MapBackedDataset.IdentifiableBuilder<DATASET extends Dataset<INSTANCE> & Identifiable,INSTANCE>
A builder for creating
MapBackedDataset instances from
Identifiable sub-datasets. |
class |
ReadableGroupDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE,SOURCE>
Base class for
GroupedDataset s in which each instance is read with an
InputStreamObjectReader . |
Modifier and Type | Interface and Description |
---|---|
interface |
GroupedDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE>
A
Dataset that is grouped into separate classes or groups. |
interface |
ListDataset<INSTANCE>
A
ListDataset is a Dataset presented as an ordered list of
instances. |
interface |
StreamingDataset<INSTANCE>
|
Modifier and Type | Class and Description |
---|---|
class |
ListBackedDataset<T>
A
ListBackedDataset is a Dataset backed by an ordered list of
items. |
class |
MapBackedDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE>
|
class |
ReadableGroupDataset<KEY,DATASET extends Dataset<INSTANCE>,INSTANCE,SOURCE>
Base class for
GroupedDataset s in which each instance is read with an
InputStreamObjectReader . |
class |
ReadableListDataset<INSTANCE,SOURCE>
Base class for
ListDataset s in which each instance is read with an
InputStreamObjectReader . |
class |
VFSGroupDataset<INSTANCE>
A
GroupedDataset of VFSListDataset s backed by directories of
items (either locally or remotely), or items stored in a hierarchical
structure within a compressed archive. |
class |
VFSListDataset<INSTANCE>
A
ListDataset backed by a directory of items (either locally or
remotely), or items stored in a compressed archive. |
Modifier and Type | Method and Description |
---|---|
static <DATASET extends Dataset<INSTANCE> & Identifiable,INSTANCE> |
MapBackedDataset.builder()
Returns a new builder.
|
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(Collection<DATASET> datasets)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET... datasets)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET d1)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET d1,
DATASET d2)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET d1,
DATASET d2,
DATASET d3)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET d1,
DATASET d2,
DATASET d3,
DATASET d4)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET d1,
DATASET d2,
DATASET d3,
DATASET d4,
DATASET d5)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
Modifier and Type | Method and Description |
---|---|
static <INSTANCE,DATASET extends Dataset<INSTANCE> & Identifiable> |
MapBackedDataset.of(DATASET... datasets)
Convenience method to construct a
MapBackedDataset from a number
of Identifiable sub-datasets. |
Modifier and Type | Class and Description |
---|---|
class |
ClusterEvalDataset
Reads datasets of items and cluster labels from the clustereval tool:
http://chris.de-vries.id.au/2013/06/clustereval-10-release.html
The general format of clustereval is:
item cluster_label*
|
Modifier and Type | Interface and Description |
---|---|
interface |
Sampler<DATASET extends Dataset<?>>
Interface describing classes that can sample instances
from a dataset to create a new (smaller) dataset.
|
Modifier and Type | Interface and Description |
---|---|
interface |
KWaySplitProvider<OUT extends Dataset<?>>
An object that breaks a dataset into K splits.
|
interface |
TestSplitProvider<OUT extends Dataset<?>>
An object that can provide a test dataset.
|
interface |
TrainSplitProvider<OUT extends Dataset<?>>
An object that can provide a training dataset.
|
interface |
ValidateSplitProvider<OUT extends Dataset<?>>
An object that can provide a validation dataset.
|
Modifier and Type | Method and Description |
---|---|
static <ANN,DATASET extends Dataset<INSTANCE>,INSTANCE> |
DatasetAdaptors.getGroupedDatasetSubset(GroupedDataset<ANN,DATASET,INSTANCE> data,
ANN... groups)
Takes a grouped dataset and returns a new dataset that contains only
those groups specified.
|
Modifier and Type | Method and Description |
---|---|
static <INSTANCE> List<INSTANCE> |
DatasetAdaptors.asList(Dataset<INSTANCE> dataset)
Create a
List view of the given dataset. |
Modifier and Type | Class and Description |
---|---|
class |
UKBenchGroupDataset<IMAGE>
A
GroupedDataset of UKBenchListDataset s instances each of an
item in the UKBench experiment. |
class |
UKBenchListDataset<IMAGE> |
Modifier and Type | Class and Description |
---|---|
class |
DefaultValidationData<DATASET extends Dataset<?>>
Data for performing validation.
|
interface |
ValidationData<DATASET extends Dataset<?>>
Data for performing validation.
|
interface |
ValidationOperation<DATASET extends Dataset<?>,ANALYSIS_RESULT>
Interface describing the contract for classes which can
perform a the operations required for a single round
of validation.
|
Modifier and Type | Field and Description |
---|---|
protected DATASET |
DefaultValidationData.training |
protected DATASET |
DefaultValidationData.validation |
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 | Interface and Description |
---|---|
interface |
CrossValidationIterable<DATASET extends Dataset<?>>
Interface for cross-validation schemes.
|
interface |
CrossValidator<DATASET extends Dataset<?>>
Interface for cross-validation schemes.
|
Modifier and Type | Class and Description |
---|---|
class |
Corel5kDataset |
Modifier and Type | Class and Description |
---|---|
class |
BingImageDataset<IMAGE extends Image<?,IMAGE>>
Image datasets dynamically created from the Bing search API.
|
class |
FlickrImageDataset<IMAGE extends Image<?,IMAGE>>
Class to dynamically create image datasets from flickr through various api
calls.
|
Modifier and Type | Interface and Description |
---|---|
interface |
ShapeModelDataset<IMAGE extends Image<?,IMAGE>>
Dataset representing pairs of images and fixed size sets of points, together
with a set of connections between points which are valid across all
instances.
|
Modifier and Type | Class and Description |
---|---|
class |
FDDBDataset |
Modifier and Type | Method and Description |
---|---|
void |
EigenFaceFeature.Extractor.train(Dataset<? extends T> data)
Train from a dataset
|
Modifier and Type | Class and Description |
---|---|
class |
ATandTDataset
A Dataset for Our Database of Faces/The ORL Face Database/The AT&T Face
database.
|
class |
TextFileDataset
A simple dataset of people and their images, backed by a
text file with the following format:
|
Constructor and Description |
---|
AnnotationEvaluator(Annotator<OBJECT,ANNOTATION> annotator,
Dataset<? extends Annotated<OBJECT,ANNOTATION>> testData)
Construct a new
AnnotationEvaluator with the given annotator and
test data (with ground-truth annotations). |
Modifier and Type | Class and Description |
---|---|
class |
WineDataset
A
Dataset instance of the standard wine clustering experiment found
here: |
Modifier and Type | Class and Description |
---|---|
class |
WikipediaEditsDataset
Streaming dataset based on the Wikipedia/Wikimedia edits published in
real-time on the wikimedia IRC channels.
|
Modifier and Type | Class and Description |
---|---|
class |
AbstractIRCStreamDataset<T>
Abstract base class for producing a stream of items from an IRC channel.
|
class |
BasicIRCStreamDataset
Basic streaming dataset from IRC messages.
|
Modifier and Type | Class and Description |
---|---|
class |
AbstractTwitterSearchDataset<T>
Calls the
SearchResource.search(Query) function periodically and offers all
discovered Status instances with the underlying
BlockingDroppingBufferedStream . |
class |
AbstractTwitterStatusesFilterDataset<T>
Base class for Live twitter streams based on the live Twitter streaming API.
|
class |
AbstractTwitterStreamDataset<T>
Base class for Live twitter streams based on the live Twitter streaming API.
|
class |
ContextRoundRobinTwitterSearchAPIDataset
Extends the
TwitterSearchDataset to support multiple queries. |
class |
RoundRobinTwitterSearchAPIDataset
Extends the
TwitterSearchDataset to support multiple queries. |
class |
TwitterSearchDataset
A concrete version of the
AbstractTwitterSearchDataset which pushes
the Status s into the stream. |
class |
TwitterStreamDataset
A concrete version of the
AbstractTwitterStreamDataset which pushes
the Status s into the stream. |
class |
TwitterStreamFilterDataset
A concrete version of the
AbstractTwitterStreamDataset which pushes
the Status s into the stream. |
Constructor and Description |
---|
RandomPatchSampler(Dataset<IMAGE> data,
int width,
int height,
int nsamples) |