89 points by motion_detection_fan 7 months ago flag hide 16 comments
deeplearning_fan 7 months ago 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 7 months ago next
Yes, I am planning to open-source this soon. I just need to clean up the code and write some documentation.
ml_expert 7 months ago prev next
What type of deep learning model did you use for the motion detection?
author 7 months ago 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 7 months ago prev next
Can't wait to see the code! Thanks for contributing to the open-source community!
hacker123 7 months ago prev next
Have you considered using TensorFlow or PyTorch? They have larger communities and more resources available.
author 7 months ago 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 7 months ago prev next
Great work! I would definitely be interested in contributing to this project.
researcher1 7 months ago prev next
What kind of performance have you seen with this system? Any metrics you can share?
author 7 months ago 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 7 months ago prev next
How did you deploy this system? Is it running on a local machine or in the cloud?
author 7 months ago 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 7 months ago prev next
Is the motion detection threshold configurable? I would like to be able to adjust it for different scenarios.
author 7 months ago 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 7 months ago prev next
This could be really useful for home automation and IoT applications. Thanks for sharing!
cnns_rock 7 months ago prev next
Great implementation of YoloV3 in action! Keep up the good work.