Annotations and Predictions

Bases: BaseModel

Represents an image annotation, including bounding box coordinates, category, segmentation, and tags.

Attributes:

Name	Type	Description
`coordinates`	`List[NonNegativeFloat]`	Bounding box coordinates in the format [x1, y1, x2, y2]. Examples: [[606, 170.91, 621.35, 184.28]] Constraints: Must be a list of exactly 4 non-negative floats.
`category`	`Category`	The category of the annotated object. This should be an instance of the `Category` class.
`id`	`Optional[str]`	String ID of the bounding box. It should be unique within the dataset. Examples: ["uuid4"] Default: "" Validation Aliases: "id", "bbox_id"
`segmentation`	`Optional[List[List[NonNegativeFloat]]]`	List of (list of) segmentation points for the annotated object. Examples: [[[431.0, 217.5, 442.0, 215.5, 432.0, 216.5, 431.0, 217.5]]] Default: An empty list.
`tags`	`Optional[List[Tag]]`	List of tags for the bounding box. Each tag can provide additional metadata for the annotation. Examples: - [ Tag(key="colour", name="colour", values=["peach"]), Tag(key="daytime", name="daytime", values=["night", "snow"]) ] Default: An empty list.

Bases: Annotation

Represents a model prediction, including bounding box coordinates, category, segmentation, tags, and a confidence score.

Attributes:

Name	Type	Description
`coordinates`	`List[NonNegativeFloat]`	Bounding box coordinates in the format [x1, y1, x2, y2]. Inherited from `Annotation`. Examples: [[606, 170.91, 621.35, 184.28]] Constraints: Must be a list of exactly 4 non-negative floats.
`category`	`Category`	The category of the predicted object. Inherited from `Annotation`. This should be an instance of the `Category` class.
`id`	`Optional[str]`	String ID of the bounding box. It should be unique within the dataset. Inherited from `Annotation`. Examples: ["uuid4"] Default: "" Validation Aliases: "id", "bbox_id"
`segmentation`	`Optional[List[List[NonNegativeFloat]]]`	List of (list of) segmentation points for the predicted object. Inherited from `Annotation`. Examples: [[[431.0, 217.5, 442.0, 215.5, 432.0, 216.5, 431.0, 217.5]]] Default: An empty list.
`tags`	`Optional[List[Tag]]`	List of tags for the bounding box. Each tag can provide additional metadata for the prediction. Inherited from `Annotation`. Examples: - [ Tag(key="colour", name="colour", values=["peach"]), Tag(key="daytime", name="daytime", values=["night", "snow"]) ] Default: An empty list.
`score`	`NonNegativeFloat`	Confidence score of the prediction. Examples: [0.75, 1.0, 0.5] Constraints: Must be a non-negative float and less than or equal to 1.0.