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wolf_detection's Introduction

wolf_detection

Use machine learning to detect wolf in Werewolf game

Steps

Download Video

  • youtube-dl
youtube-dl -f mp4 <URL>
youtube-dl -f mp4 https://www.youtube.com/watch?v=HRpDjcmNHqE -o add_videos/0311.mp4

Cut up Video

  • ffmpeg
ffmpeg -i add_videos/0311.mp4 -ss 00:01:32 -to 00:31:05 -c copy ./add_videos/0311cut.mp4

Convert Video to Images

  • ffmpeg
    • make directory to store images
    • eight images in one second
mkdir add_videos/0311_images
ffmpeg -i input.mp4 -r 1 out%5d.png
ffmpeg -i add_videos/0311cut.mp4 -r 8 add_videos/0311_images/0311%5d.png

Detect Faces

  • YOLO
    • looking for images of only one person
    • save in ./results/
./darknet detect cfg/yolov3.cfg yolov3.weights add_videos/0311_images/

Copy Images to Another Server

scp -r results [email protected]:~/git/wolf_detection/

Detect 09chen

  • facenet
    • execute in facenet directory
    • save in ./09face/
    • delete not 09 by filezilla
python identify.py

Crop Images Top

python cropimg.py

Divide all Images into Train Test Validation

python divide.py

wolf_detection's People

Contributors

tiffany6022 avatar yichung279 avatar

Watchers

James Cloos avatar avatar

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