ai.djl.mxnet.zoo.cv.segmentation

Class InstanceSegmentationModelLoader

java.lang.Object

ai.djl.repository.zoo.BaseModelLoader<ai.djl.modality.cv.Image,ai.djl.modality.cv.output.DetectedObjects>

ai.djl.mxnet.zoo.cv.segmentation.InstanceSegmentationModelLoader

All Implemented Interfaces:

ai.djl.repository.zoo.ModelLoader<ai.djl.modality.cv.Image,ai.djl.modality.cv.output.DetectedObjects>

public class InstanceSegmentationModelLoader
extends ai.djl.repository.zoo.BaseModelLoader<ai.djl.modality.cv.Image,ai.djl.modality.cv.output.DetectedObjects>

Model loader for Instance Segmentation models.

The model was trained on Gluon and loaded in DJL in MXNet Symbol Block. See Mask R-CNN used in the model.

See Also:

MxSymbolBlock

Field Summary

Fields inherited from class ai.djl.repository.zoo.BaseModelLoader

factories, modelZoo, mrl, repository, version

Constructor Summary

Constructors

Constructor and Description
InstanceSegmentationModelLoader(ai.djl.repository.Repository repository) Creates the Model loader from the given repository.

Method Summary

Modifier and Type	Method and Description
ai.djl.Application	getApplication()
ai.djl.repository.zoo.ZooModel<ai.djl.modality.cv.Image,ai.djl.modality.cv.output.DetectedObjects>	loadModel(java.util.Map<java.lang.String,java.lang.String> filters, ai.djl.Device device, ai.djl.util.Progress progress) Loads the model with the given search filters.

Methods inherited from class ai.djl.repository.zoo.BaseModelLoader

createModel, getArtifactId, listModels, loadModel, match, toString

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface ai.djl.repository.zoo.ModelLoader

loadModel, loadModel, loadModel, loadModel

Constructor Detail

InstanceSegmentationModelLoader

public InstanceSegmentationModelLoader(ai.djl.repository.Repository repository)

Creates the Model loader from the given repository.

Parameters:

repository - the repository to load the model from

Method Detail

getApplication

public ai.djl.Application getApplication()

loadModel

public ai.djl.repository.zoo.ZooModel<ai.djl.modality.cv.Image,ai.djl.modality.cv.output.DetectedObjects> loadModel(java.util.Map<java.lang.String,java.lang.String> filters,
                                                                                                                    ai.djl.Device device,
                                                                                                                    ai.djl.util.Progress progress)
                                                                                                             throws java.io.IOException,
                                                                                                                    ai.djl.repository.zoo.ModelNotFoundException,
                                                                                                                    ai.djl.MalformedModelException

Loads the model with the given search filters.

Parameters:

filters - the search filters to match against the loaded model

device - the device the loaded model should use

progress - the progress tracker to update while loading the model

Returns:

the loaded model

Throws:

java.io.IOException - for various exceptions loading data from the repository

ai.djl.repository.zoo.ModelNotFoundException - if no model with the specified criteria is found

ai.djl.MalformedModelException - if the model data is malformed