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built a smart parking system with Roboflow workflows. - license plate detection and ocr - object tracking with bytetrack. - counting cars entering and leaving the lot. - real-time alerts via telegram. link:
10 条评论

I regret using OpenAI for license plate OCR. expensive, slow, censors results, and refuses to read plates 20-30% of the time. open-source models like florence2 are more reliable.

2 years ago i made a whole tutorial on coding this from scratch. now it's just 2 clicks in workflows. link to my original line counting tutorial:

custom python blocks in roboflow workflows are powerful. built a telegram bot connector for real-time alerts.

smart parking systems are just the beginning. roboflow workflows can be used for so much more. check out my clothes detection + sam2 + stabilityai inpainting workflow

@roboflow I worked on a similar project some time ago, but it was just a toy project for Brazilian license plates due to limited data. It's lightweight, open-source. YOLO + a custom MobileNet encoder + GPT decoder for OCR. Also made some libs for fun. Check it out:

@roboflow What a long way we have come!

@roboflow crazy!!!

@roboflow To przy lidlu na Mogilskiej?🕵️♂️

@roboflow XD cicho bo mnie zamkną!

@roboflow Bro is a wizard 🪄
