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from ..utils import common_annotator_call, annotator_ckpts_path, HF_MODEL_NAME, create_node_input_types
import comfy.model_management as model_management
class SAM_Preprocessor:
@classmethod
def INPUT_TYPES(s):
return create_node_input_types()
RETURN_TYPES = ("IMAGE",)
FUNCTION = "execute"
CATEGORY = "ControlNet Preprocessors/others"
def execute(self, image, resolution=512, **kwargs):
from controlnet_aux.sam import SamDetector
mobile_sam = SamDetector.from_pretrained("dhkim2810/MobileSAM", model_type="vit_t", filename="mobile_sam.pt", cache_dir=annotator_ckpts_path).to(model_management.get_torch_device())
out = common_annotator_call(mobile_sam, image, resolution=resolution)
del mobile_sam
return (out, )
NODE_CLASS_MAPPINGS = {
"SAMPreprocessor": SAM_Preprocessor
}
NODE_DISPLAY_NAME_MAPPINGS = {
"SAMPreprocessor": "SAM Segmentor"
}