image classification

We consider the image classification AI problem to encompass models that infer which label (from a predefined set) best applies to a given image.

primitives

image_classification.InputType	Role alias for model/dataset input in the image-classification protocol family.
image_classification.TargetType	Role alias for model/dataset target in the image-classification protocol family.
image_classification.DatumMetadataType	Role alias for datum-level metadata in image-classification protocol signatures.
image_classification.Image	Semantic alias for a single image datum.
image_classification.ImgClassification	Semantic alias for a single classification target/prediction vector.
image_classification.DatumMetadata	Semantic alias for per-datum metadata in image-classification tasks.

components

image_classification.Augmentation(*args, ...)	An augmentation protocol for the image classification AI problem.
image_classification.DataLoader(*args, **kwargs)	A dataloader protocol for the image classification AI problem providing batch-level data access.
image_classification.Dataset(*args, **kwargs)	A dataset protocol for image classification AI problem providing datum-level data access.
image_classification.FieldwiseDataset(*args, ...)	A specialization of Dataset protocol (i.e., a subprotocol) that specifies additional accessor methods for getting input, target, and metadata individually.
image_classification.Metric(*args, **kwargs)	A metric protocol for the image classification AI problem.
image_classification.Model(*args, **kwargs)	A model protocol for the image classification AI problem.