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def detect_faces(image):
from huggingface_hub import hf_hub_download
from ultralytics import YOLO
from supervision import Detections
import cv2
model_path = hf_hub_download(repo_id="arnabdhar/YOLOv8-Face-Detection", filename="model.pt")
model = YOLO(model_path)
output = model(image)
results = Detections.from_ultralytics(output[0])
for i in results:
im = cv2.rectangle(image, (int(i[0][0]),int(i[0][1])), (int(i[0][2]),int(i[0][3])), (0,0,255), 2)
return im
interface = gr.Interface(
fn=detect_faces,
inputs="image",
outputs="image",
title="Face Detection with Haar Cascade",
description="Upload an image, and the model will detect faces and draw bounding boxes around them.",
)
interface.launch()