lib/modeling/pipelines/vitdet/__init__.py

from lib.kits.basic import *

from detectron2.config import LazyConfig
from .utils_detectron2 import DefaultPredictor_Lazy


def build_detector(batch_size, max_img_size, device):
    cfg_path = Path(__file__).parent / 'cascade_mask_rcnn_vitdet_h_75ep.py'
    detectron2_cfg = LazyConfig.load(str(cfg_path))
    detectron2_cfg.train.init_checkpoint = "https://dl.fbaipublicfiles.com/detectron2/ViTDet/COCO/cascade_mask_rcnn_vitdet_h/f328730692/model_final_f05665.pkl"
    for i in range(3):
        detectron2_cfg.model.roi_heads.box_predictors[i].test_score_thresh = 0.25

    detector = DefaultPredictor_Lazy(
            cfg          = detectron2_cfg,
            batch_size   = batch_size,
            max_img_size = max_img_size,
            device       = device,
        )
    return detector