So now medium is straight up not letting people read an article unless they're logged in ... Disgusting.
I built a DIY license plate reader with a Raspberry Pi and machine learning
31–40 of 78 posts
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#32You can do real-time number plate recognition on a Pi3/4 with a Coral TPU or Movidius 2. Both of which costs ~US80. It's probably got a lot to do with hammers and nails. Not everything needs to be 'web-centric' or 'cloud based'
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#33The obvious question is why not use a local accelerator? Either the Neural Compute Stick or the Google Coral both have more than enough grunt to run real-time object detection models. Both will run on USB2 power. I don't know the overhead of good OCR, but license plates are a very standard format so perhaps you could train a second detector to extract the letters? Even if you do OCR in the cloud, local bounding box e…
Hey, founder of a relevant startup here. Just wanna chime in on OCR + bounding boxes performance. We offer text recognition with bounding boxes as a service. Our average processing duration, between reading bytes off the wire and writing the JSON response, is just under 3 seconds on average. Obviously that throws it out the window for frame-by-frame applications, but I think it’s still worth mentioning. The recogniti…
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#34Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#35Earlier quoted context omitted.
I may have missed something, but I believe the T4s are running in the cloud, so it wouldn't have any effect on the car's power consumption.
To clarify, I mean indirectly the power consumption. I guess this will become an important point of discussion soon-ish, as we get more and more electric cars and ML stuff in them. My view is, if your car uses electrons, and some of those are for compute, and you just offload the compute to the cloud, you haven't actually reduced the total electricity consumption. Similarly here, the total "footprint" of the car is i…
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#36So now medium is straight up not letting people read an article unless they're logged in ... Disgusting.
Disgusting, indeed. But as long as these links are accepted here, nothing won't change. Take this in the meantime: https://outline.com/qsv7ab
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#37Earlier quoted context omitted.
There is also a limit on articles you can read before they throw up a paywall. No clue why anybody would use this as their blogging platform.
I thought that was opt-in by the author?
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#38"Machine Learning" is the wrong tool for the job here. Tesseract OCR can do this, using only the Raspberry Pi, at a "good enough" framerate for any real driving situation.
Machine learning is a fine tool for this job. The specific machine learning setup is an overkill, though.
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#39A+, would hire.
Re: I built a DIY license plate reader with a Raspberry Pi and machine learning
#40So now medium is straight up not letting people read an article unless they're logged in ... Disgusting.