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import gradio as gr | |
from segment_anything import SamAutomaticMaskGenerator, sam_model_registry | |
import supervision as sv | |
def snap(image, video): | |
MODEL_TYPE = "vit_b" | |
checkpoint = "sam_vit_b_01ec64.pth" | |
sam = sam_model_registry[MODEL_TYPE](checkpoint=checkpoint) | |
mask_generator = SamAutomaticMaskGenerator(sam) | |
#mask_generator = SamAutomaticMaskGenerator(sam, points_per_side=50) | |
sam_result = mask_generator.generate(image) | |
mask_annotator = sv.MaskAnnotator() | |
detections = sv.Detections.from_sam(sam_result=sam_result) | |
annotated_image = mask_annotator.annotate(scene=image.copy(), detections=detections) | |
return [annotated_image, video] | |
demo = gr.Interface( | |
snap, | |
[gr.Image(source="webcam", tool=None), gr.Video(source="webcam")], | |
["image", "video"], | |
) | |
if __name__ == "__main__": | |
demo.launch() |