from typing import List, Tuple from imgutils.data import ImageTyping from imgutils.detect.booru_yolo import detect_with_booru_yolo, _DEFAULT_MODEL from imgutils.generic.yolo import _open_models_for_repo_id from .base import DeepGHSObjectDetection class BooruYOLODetection(DeepGHSObjectDetection): def __init__(self): DeepGHSObjectDetection.__init__(self, repo_id='deepghs/booru_yolo') def _get_default_model(self) -> str: return _DEFAULT_MODEL def _get_default_iou_and_score(self, model_name: str) -> Tuple[float, float]: return 0.7, 0.25 def _get_labels(self, model_name: str) -> List[str]: _, _, labels = _open_models_for_repo_id(self._repo_id)._open_model(model_name) return labels def detect(self, image: ImageTyping, model_name: str, iou_threshold: float = 0.7, score_threshold: float = 0.25) -> \ List[Tuple[Tuple[float, float, float, float], str, float]]: return detect_with_booru_yolo(image=image, model_name=model_name, iou_threshold=iou_threshold, conf_threshold=score_threshold)