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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() |