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import cv2 | |
from ultralytics import YOLO | |
import numpy as np | |
import os | |
import gradio as gr | |
pt= "best.pt" | |
example_video = "cows-and-cows-and-cows (online-video-cutter.com).mp4" | |
output_video = "output_video.mp4" | |
def fonk(video_path): | |
model=YOLO(pt) | |
cap=cv2.VideoCapture(video_path) | |
frame_width = int(cap.get(3)) | |
frame_height = int(cap.get(4)) | |
size = (frame_width, frame_height) | |
output_video= "output_video.mp4" | |
writer = cv2.VideoWriter(output_video, | |
cv2.VideoWriter_fourcc(*"DIVX"), | |
10, size) | |
while True: | |
ret, frame= cap.read() | |
if ret!=True: | |
break | |
results= model(frame) | |
for result in results: | |
if result.boxes is not None and len(result.boxes): | |
box = result.boxes | |
x1, y1, x2, y2 = map(int, box.xyxy[0]) | |
print(x1, y1, x2, y2) | |
frame = cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2) | |
writer.write(frame) | |
writer.release() | |
cap.release() | |
return output_video | |
demo = gr.Interface(fonk, | |
inputs= gr.Video(), | |
outputs=gr.Video(), | |
examples=[example_video], | |
title= "cows", | |
cache_examples=True) | |
demo.launch() | |