Automatic number plate recognition (ANPR) with Yolov9 and EasyOCR
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- Опубликовано: 28 сен 2024
- Automatic Number Plate Recognition (ANPR), also known as License Plate Recognition (LPR), is a technology that uses optical character recognition (OCR) to automatically read and interpret license plates on vehicles.
For queries: You can comment in comment section or you can email me at aarohisingla1987@gmail.com
Demo video: github.com/Aar...
ANPR technology is widely used for various purposes, including:
Traffic Management: Monitoring and managing traffic flow and congestion.
Law Enforcement: Identifying and tracking vehicles of interest, such as stolen cars or those associated with criminal activities.
Parking Management: Enforcing parking regulations and managing parking lots.
Toll Collection: Automating toll booths for efficient and fast collection.
Border Control: Monitoring vehicles at border crossings for security purposes.
#computervision #anpr #yolo #yolov9 #yolov8 #objectdetection #pytorch #ai #artificialintelligence
Code is available for channel members (Contribution level 2)
where to access code? I am a level two channel member
@@RonakKhandelwal-sn4im Mail me at aarohisingla1987@gmail.com
@@CodeWithAarohi mailed
@@RonakKhandelwal-sn4im code sent
Mam please give me the code access
mam u r up to the updates in deep learning mam ,this very helpful for those who are interested to learn deeplearning ,i'm glad to have your channel in youtube
It's my pleasure
Absolutely phenomenal piece of work ma'am.
I have trained. But the weight folder inside run folder is showing empty. There is no confusion matrix visible. Please tell me why that happened.
why after running my weights folder is empty ? where i went wrong mam
same here bro. Did you resolve that?
Since you have trained the model with a new dataset, so will it be able to predict the the type of vechiles like car,bus,etc as well along with the license plate at the same time?
Yes, You can train the model to detect car, bus etc with license plate also
ma'am I want to use Tesserct instead of EasyOCR.. What would be the change in process?
@@ravneetkaur9057 change the function where we are using EasyOCR.
Nice work.
Does this works well when the car is not right in front of the camera?
I had problems with that in my previous projects...
It depends how clear the number is visible if the vehicle is not in front of camera.
How many hours does it take to train this model? There is no output from output cell displayed so i dont know the progress
ON RTX 3090, it took around 30 minutes
something went wrong my weights folder is empty, can any one help me
mam can you please guide
how to use this model to work directly on live feed or on cctv camera
Just change the source to 0 in case of webcam and if you want to test on rtsp stream then provide the link of your stream in source parameter.
Please can you post the github link to all the files
Dear Aarohi, I am level 2 member of the channel, I want to access to the code. Thank you so much for your helpful videos :)
Sent
@@CodeWithAarohi Thank you very much 🙏
Keep up the good work 👍👍
Thanks
can you gift link repository?
( yolov9-e_custom.yaml ) doesn't exist in the models/detect file
you can download it from yolov9 github repo
@@CodeWithAarohi so does that mean that i will have to paste the downloaded model and peste it in my model in yolov9 and change from yolov9-e.yaml to yolov9-e-converted.pt in this command
{ python train_dual.py --workers 8 --batch 8 --img 640 --epochs 200 --data data.yaml --weights ../yolov9-e.pt --device cpu --cfg models/detect/yolov9-e.yaml --hyp data/hyps/hyp.scratch-high.yaml }
@@CodeWithAarohi now showing this error
urllib.error.URLError:
Please share the full code for Automatic Number Plate Recognition (ANPR) project
Shared on your email
Hi Maam,I am level 2 member of the channel ,I want to access the code.
@@madhuchandran7316 mail me at aarohisingla1987@gmail.com
Ma'am I mailed you
@@madhuchandran7316 code sent
Thank you Maam
can you make streamlit web application for this types of project?
Noted!
thanks for sharing, mam
Most welcome 😊
Mam is this possible to Apply ANPR to live video stream ?
Yes but implementing ANPR on a live video stream can be resource-intensive, especially if you're processing high-resolution video in real-time.
What GPU you are using?
Rtx 3090
Hello, how can I get access to the code? I'm a member level 2
Mail me at aarohisingla1987@gmail.com
@@CodeWithAarohi just did it. Thanks!
Hi , tks for sharing your knowledge , you are very didactic, can you post the github link to all the files.
Thanks
Thanks
Thanks! Can you send the code for anpr
Thanks! Code sent
can you share code with models
thank you :)
source code please
Hello possible live vidéo ocr
Live video OCR involves capturing video frames from a camera feed in real-time, processing each frame to detect and recognize text using OCR techniques, and then displaying the recognized text on the screen. We can perform that using the code mentioned in this video because we are performing the same steps on test video.
why showing this error when starting training command
urllib.error.URLError:
To resolve it, ensure your system's date and time are correct, update SSL certificates, and verify network configurations.
Actually I have a doubt , The same thing I have done using yolov8L but the problem is while implementing easyocr what are the preprocessing techniques i need to apply to get accurate result because for car its working fine but for bike or HCV its recognizing garbage values.
Make sure that the images you feed into EasyOCR are of high quality and resolution. Poor quality images can lead to inaccurate OCR results.
Can you do tutorial of yolo training on custom dataset and then apply it in c# code to do real time detection and offline too on webcam.
Sorry, I don't have experience in c#
Hi mam i need this code for practical implementation.... Nice video ❤
Hello, This code is available for channel members (Contribution level 2)
Souce code please
Please email me at aarohisingla1987@gmail.com
Sent!
@@CodeWithAarohi sorry, i think the code sent to mee is incorrect, i need ANPR code
@@didinkhoerul4831 Sent the new code
mam the dataset that you mentioned has been deleted can you provide some other link for it?
You can pick any other dataset related to license plates from Roboflow universe
My son is need for your help
You can mail me your query at aarohisingla1987@gmail.com
Great work, easy to follow
Where can I get this sample demo video from?
github.com/AarohiSingla/YOLOv9/blob/main/a.mp4
Hey Aarohi! Thanks for your videos. I'm updating myself with the latest YOLOs from your channel. Much appreciated effort!
All the Best! :D
Thank you so much for your kind words and support! I'm delighted to hear that you're finding the YOLO tutorials on my channel helpful in keeping yourself updated with the latest advancements. Wishing you all the best in your learning journey! 😊🚀
Where can I find cfg file for training?
did u find it bro?
Can you please a make video for explainable AI for yolov9..
grad cam or eigen cam ..any method
I will try
Good one
Thank you for this great video mam.
I tried to run the model on my system. Everything works fine until train custom model step. On the prediction with trained model step, it shows me this error
AttributeError: 'list' object has no attribute 'device'
Edit:
Solved this problem. But on last step, another error showed up.
AttributeError: 'Annotator' object has no attribute 'draw'
Can you help regarding this?
Open utils/general.py
Line no - 903 Replace prediction = prediction[0] with prediction = prediction[0][0]
Hey @IgrisSama how did you solve the first error "AttributeError: 'list' object has no attribute 'device'" ?
@@abhinash-bhagat @codewitharohi has given the solution
@@IgrisSama Yup. I was changing the code in my local files when I was working on Collab. It's solved now after I modified it on drive's file.
Exceptionally very well explained
Glad it was helpful!