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README.md
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---
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title:
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emoji:
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colorFrom:
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colorTo:
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sdk: gradio
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sdk_version: 4.
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app_file: app.py
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pinned: false
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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title: Remove Video Background
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emoji: 🎞️
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colorFrom: purple
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colorTo: gray
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sdk: gradio
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sdk_version: 4.24.0
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app_file: app.py
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pinned: false
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license: apache-2.0
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import spaces
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import gradio as gr
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import cv2
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import numpy as np
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import time
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import random
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from PIL import Image
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from transparent_background import Remover
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@spaces.GPU # 修改装饰器,去掉括号
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def doo(video, mode):
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if(mode == 'Fast'):
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remover = Remover(mode='fast')
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else:
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remover = Remover()
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cap = cv2.VideoCapture(video)
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fps = cap.get(cv2.CAP_PROP_FPS)
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writer = None
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tmpname = random.randint(111111111, 999999999)
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processed_frames = 0
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start_time = time.time()
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while cap.isOpened():
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ret, frame = cap.read()
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if ret is False:
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break
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if time.time() - start_time >= 55:
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print("GPU Timeout is coming")
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cap.release()
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writer.release()
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return str(tmpname) + '.mp4'
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frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
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img = Image.fromarray(frame).convert('RGB')
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if writer is None:
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writer = cv2.VideoWriter(str(tmpname) + '.mp4', cv2.VideoWriter_fourcc(*'mp4v'), fps, img.size)
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processed_frames += 1
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print(f"Processing: {processed_frames}")
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out = remover.process(img, type='green')
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writer.write(cv2.cvtColor(np.array(out), cv2.COLOR_BGR2RGB))
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cap.release()
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writer.release()
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return str(tmpname) + '.mp4'
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title = "🎞️Video Background Removal tool🎥"
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description = r"""Please note that if your video file is long (or having high amount of frames) the result may be shorter than input video because of the GPU timeout.<br>
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In this case consider trying Fast mode."""
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examples = [['./input.mp4'],]
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iface = gr.Interface(
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fn=doo,
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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.')],
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outputs="video", examples=examples, title=title, description=description
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)
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iface.launch()
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input.mp4
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Binary file (267 kB). View file
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requirements.txt
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torch==2.3.0
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torchvision
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opencv-python
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timm==0.9.1
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tqdm
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kornia
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gdown
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transparent-background
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