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Browse files- app.py +63 -0
- requirements.txt +2 -0
app.py
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import os
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import glob
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import gradio as gr
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import shutil
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from ultralytics import YOLO
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# Initialize YOLO model
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model = YOLO('./best.pt')
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def check_ffmpeg():
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"""Check if ffmpeg is installed."""
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if shutil.which("ffmpeg") is None:
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raise EnvironmentError("ffmpeg is not installed or not found in the system PATH. Please install ffmpeg to proceed.")
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def process_video(video_path):
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# Check if ffmpeg is installed
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check_ffmpeg()
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# Run the YOLO model on the video, specifying the tracker configuration
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results = model.track(video_path, save=True, tracker="bytetrack.yaml", persist=True)
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# Get the video file name without extension and directory
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video_name = os.path.splitext(os.path.basename(video_path))[0]
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# Find the latest directory created in 'runs/detect/'
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output_dir = max(glob.glob('./runs/detect/*'), key=os.path.getmtime)
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# Find the saved video file in the latest directory with the specific video name
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video_files = glob.glob(os.path.join(output_dir, f'{video_name}*.avi'))
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if not video_files:
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raise Exception(f"No .avi video files found in directory {output_dir} for {video_name}")
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# Convert the video to mp4
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mp4_files = []
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for file in video_files:
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mp4_file = f"{file[:-4]}.mp4"
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# Quote the file paths to handle spaces and overwrite without prompt
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os.system(f"ffmpeg -y -i \"{file}\" -vcodec libx264 \"{mp4_file}\"")
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os.remove(file) # Remove the original .avi file after conversion
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mp4_files.append(mp4_file)
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# Check again for the converted .mp4 video files specifically for the processed video
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matched_mp4_files = [file for file in mp4_files if video_name in file]
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if not matched_mp4_files:
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raise Exception(f"No .mp4 video files found in directory {output_dir} after conversion for {video_name}.")
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# Return the first video file found (should correspond to the latest processed video)
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return matched_mp4_files[0]
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# Define Gradio inputs
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video_input = gr.Video()
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video_interface = gr.Interface(
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fn=process_video,
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inputs=video_input,
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outputs="video", # Display the video output
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description="YOLO Video Tracking"
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)
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# Deploy the interface with share enabled
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gr.TabbedInterface([video_interface], ["Track Video"]).launch(share=True)
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requirements.txt
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ultralytics==8.2.82
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lapx==0.5.10.post1
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