Spaces:
Running
on
Zero
Running
on
Zero
import spaces | |
import gradio as gr | |
import cv2 | |
import numpy as np | |
import time | |
from PIL import Image | |
from transparent_background import Remover | |
def doo(video, mode): | |
if(mode == 'Normal'): | |
remover = Remover() | |
else: | |
remover = Remover(mode='fast') | |
cap = cv2.VideoCapture(video) | |
fps = cap.get(cv2.CAP_PROP_FPS) | |
writer = None | |
processed_frames = 0 | |
start_time = time.time() | |
print('Starting on mode: ' + mode) | |
while cap.isOpened(): | |
ret, frame = cap.read() | |
if ret is False: | |
break | |
#if time.time() - start_time >= 55: | |
# print("GPU Timeout is coming") | |
# cap.release() | |
# writer.release() | |
# return 'output.mp4'testing something | |
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) | |
img = Image.fromarray(frame).convert('RGB') | |
if writer is None: | |
writer = cv2.VideoWriter('output.mp4', cv2.VideoWriter_fourcc(*'mp4v'), fps, img.size) | |
processed_frames += 1 | |
print(f"Processing: {processed_frames}") | |
out = remover.process(img, type='green') | |
writer.write(cv2.cvtColor(np.array(out), cv2.COLOR_BGR2RGB)) | |
cap.release() | |
writer.release() | |
return 'output.mp4' | |
iface = gr.Interface( | |
fn=doo, | |
inputs=["video", gr.components.Radio(['Normal', 'Fast'], label='Select mode', value='Normal', info= 'Normal is more accurate, but takes longer. | Fast has lower accuracy so the process will be faster.')], | |
outputs="video" | |
) | |
iface.launch() |