REAL TIME Number Plate Recognition with Python and AWS | Object detection and tracking | Yolov8

  Рет қаралды 9,608

Computer vision engineer

Computer vision engineer

Күн бұрын

Code: github.com/computervisioneng/...
🎬 Timestamps ⏱️
0:00 Intro
0:25 Start
1:21 High level description / Super detailed description
2:45 Amazon Kinesis Video Streams
4:22 Setup producer
11:37 Setup consumer #1: Object detection and tracking
34:50 Setup consumer #2: Visualization
48:35 Mind the costs
48:59 Dive into the details
49:15 Outro
🌍 Community 👥
Join our Discord server: / discord
Support me on Patreon: / computervisionengineer
#python #objectdetection #objecttracking #yolov8 #aws #sort

Пікірлер: 57
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
FULL COURSE is available in my Patreon to all the Computer Vision Experts: www.patreon.com/posts/real-time-number-93087151 😃🙌
@melissaakli4645
@melissaakli4645 Ай бұрын
so intersting! thank you !
@dimplekhuman9147
@dimplekhuman9147 3 ай бұрын
Tysm for this awesome tutorial. btw your accent is very soothing...
@ComputerVisionEngineer
@ComputerVisionEngineer 2 ай бұрын
Thank you! Glad you enjoyed it! 🙌
@Muhammad_Adams
@Muhammad_Adams 5 ай бұрын
Thank you for the hard work......keep it up
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Thank you! 😃🙌
@gallorate
@gallorate 5 ай бұрын
Great Felipao! you`re the best
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Thank you for your support! 😃🙌
@nguyenthehoang9148
@nguyenthehoang9148 5 ай бұрын
Great, thank you for the hard work! What foundational knowledge would you recommend before entering this full content to get the most out of it?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Mmm I think Python and some familiarity with the AWS environment are the only prerequisites. 🙌
@tello9504
@tello9504 2 ай бұрын
Como quedaría la arquitectura si los datos los disparó desde una cámara con jetson? Que patrón me recomiendas?
@lanreuzamere4994
@lanreuzamere4994 5 ай бұрын
Thanks a thousand 🙏 . . . It's been a while though 😇
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Yeah it is finally ready. 😅 You are welcome! 😃🙌
@rafaeldalpra
@rafaeldalpra 5 ай бұрын
I would prefer something more local than in the cloud, but the project is still interesting.
@elhnston6589
@elhnston6589 Ай бұрын
Now, we need to do this localy...
@nikhilkarnik6961
@nikhilkarnik6961 Ай бұрын
Can you point me to the code/library which is responsible for the license plate detection?
@readbhagwatgeeta3810
@readbhagwatgeeta3810 23 күн бұрын
Hello! I am not able to fund your lane change detection video which you had uploaded. Can you please share me the link of that video 🥺
@AlbertoRobles72
@AlbertoRobles72 5 ай бұрын
Great video! Have much does the infrastructure costs?! Have you done an estimate? Is it the best option?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Thank you! I haven't done an estimate, but I may prepare it later on and upload it. It would be nice to have an estimate of cost / minute of video, or similar. 😃💪
@vamsikatari3112
@vamsikatari3112 4 ай бұрын
Awesome Video . I am trying to do automatic annotation for large datasets to reduce the time of manual annotations, Can you please make a video or suggest me any idea regarding that.
@ComputerVisionEngineer
@ComputerVisionEngineer 4 ай бұрын
I will try to make a video. 🙌
@persevere1052
@persevere1052 5 ай бұрын
Awesome vid! I am training a YOLO model to detect and segment particular mechanical devices. The accuracy never goes up more than 85-90% while training. Could you please suggest a few strategies to improve the situation? Thanks!
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
It is probably due to the data, collect more images and make sure the labels are correct. 🙌
@persevere1052
@persevere1052 5 ай бұрын
@@ComputerVisionEngineer There are around 20 classes. How many images do you suggest to collect?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
@@persevere1052 A few hundreds per class at least, also make sure the labels are correct.
@persevere1052
@persevere1052 5 ай бұрын
@@ComputerVisionEngineer Thank you so much for your inputs! Will bother you with a last question though, is it fine to group different objects i.e. different shapes under the same label (as we've to do manual annotations) or would that hit the mAP?
@satishchintal
@satishchintal 2 ай бұрын
Hi @ComputerVisionEngineer is there any way we can have the automatic deployment without using the manual way of triggering the producer, consumer and local. where we can have one script to automate the process
@ComputerVisionEngineer
@ComputerVisionEngineer 2 ай бұрын
It may be possible using a CloudFormation template, I would need to look into it.
@danielhurtado3493
@danielhurtado3493 16 күн бұрын
@ComputerVisionEngineer why did you use EC2 instead of Sagemaker? is it possible to do it in sagemaker?
@ComputerVisionEngineer
@ComputerVisionEngineer 15 күн бұрын
Hi, do you mean if it is possible to do any part of this process in Sagemaker instead of EC2? Perhaps training the object detector and creating an API to make inferences with it can be done in Sagemaker. Setting up the producer and consumer can't be done in Sagemaker.
@manoharakmanu8134
@manoharakmanu8134 5 ай бұрын
Hi sir , i have a dout can I train multiple model and use in same program if it is possible please suggest
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Hi, what do you mean with 'train multiple model'?
@manoharakmanu8134
@manoharakmanu8134 5 ай бұрын
Like one model I traine for human detection another model for animal detection like that I trained using yolo8 after that I same frame of output can I detect and label the object in both model
@victorfdezbau
@victorfdezbau 5 ай бұрын
Hi, thx for your work. I've a problem. I've tried to follow your instructions but there are missing steps in your video. I assume you copied 'aws-ft-key-pair.pem' generated by amazon on ~/.ssh folder and then ran ssh command. I made the same, but when I ran the ssh command I got the following error "Permission denied (publickey)". I put the same user name as you on the ssh comman "ssh -i ~/.ssh/aws-ft-key-pair.pem ubuntu@[instance ip]". Any piece of advice? thx in advance
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Hi, have you generated a key pair when launched the ec2 instance?
@victorfdezbau
@victorfdezbau 5 ай бұрын
yes, I've generated a key pair and named it like you did in the demo@@ComputerVisionEngineer
@Ygbarakat
@Ygbarakat 27 күн бұрын
@@victorfdezbau could be the permissions on the key pair you are using. It's not a networking issue at all since you wouldn't receive the permission denied error if the server was unreachable
@jackito0506
@jackito0506 5 ай бұрын
the t2.xlarge instance is powerful enough to perform the inference in real time?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
I am applying a few strategies to make the inference as close to real time as possible. 🙌
@jackito0506
@jackito0506 5 ай бұрын
@@ComputerVisionEngineer which strategies?
@jeremyterrible1692
@jeremyterrible1692 4 ай бұрын
hello, what version of python are you using?
@ComputerVisionEngineer
@ComputerVisionEngineer 4 ай бұрын
In this tutorial I am using Python 3.10 if not mistaken.
@KrithikRoshan00
@KrithikRoshan00 5 ай бұрын
does this use yolov8 model or textract?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
I use both. 😃🙌
@devdiptabiswas3072
@devdiptabiswas3072 2 күн бұрын
will this work with the base free version available for aws?
@ComputerVisionEngineer
@ComputerVisionEngineer Күн бұрын
Some of the aws services we use in this video are not in the aws free tier.
@user-sq8qx4gh3g
@user-sq8qx4gh3g 4 ай бұрын
does this work on raspberry pi 4b?
@ComputerVisionEngineer
@ComputerVisionEngineer 4 ай бұрын
I haven't tested it on a Raspberry pi, if you use a Raspberry pi let me know how it goes!
@MDAsadullahShibli
@MDAsadullahShibli 5 ай бұрын
I have a question, in projects, custom model vs pretained model , which one we should use ? @ComputerVisionEngineer
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
It depends, if pre trained model works well for the project you are working in, you can just go ahead and use it instead of training a custom model. 🙌
@nirangalakshan3877
@nirangalakshan3877 5 ай бұрын
Can you do CNN/RNN tutorial 🥺
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
I will try to 🙌
@aburriyo
@aburriyo 5 ай бұрын
What you think of doing it inside of a Jetson?
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
It would be a good idea for a future project. For this one I was trying to build the entire system in AWS. 🙌
@user-su7el9rh4y
@user-su7el9rh4y 5 ай бұрын
your project is not working on different videos
@ComputerVisionEngineer
@ComputerVisionEngineer 5 ай бұрын
Hi, what type of 'different videos' are you trying this project with?
NEW GPT-4o: My Mind is Blown.
6:28
Joshua Chang
Рет қаралды 240 М.
КАРМАНЧИК 2 СЕЗОН 4 СЕРИЯ
24:05
Inter Production
Рет қаралды 652 М.
Follow @karina-kola please 🙏🥺
00:21
Andrey Grechka
Рет қаралды 11 МЛН
didn't want to let me in #tiktok
00:20
Анастасия Тарасова
Рет қаралды 9 МЛН
Мы играли всей семьей
00:27
Даша Боровик
Рет қаралды 3,8 МЛН
Hugging Face - Evaluating the Social Impact of Generative AI Systems in Systems and Society
1:03:50
Should You Still Learn To Code In 2024?
15:12
Tina Huang
Рет қаралды 64 М.
I Ran a Raspberry Pi License Plate Scanner for 2 Hours
18:35
Data Slayer
Рет қаралды 23 М.
OpenAI’s GPT-4o: The Best AI Is Now Free!
9:14
Two Minute Papers
Рет қаралды 167 М.
Object detection yolov8 | How much data you need to train a machine learning model?
20:48
КАРМАНЧИК 2 СЕЗОН 4 СЕРИЯ
24:05
Inter Production
Рет қаралды 652 М.