Multi-Camera Live Traffic Counting with YOLO v4 and Deep SORT

Подписаться 1,3 тыс.

Просмотров 22 тыс.

50% 1

Multi-Camera Live Traffic Counting with YOLO v4 and Deep SORT
My GitHub repository for this app:
github.com/Leo...
For only Deep SORT and YOLO v4 with low confidence track filtering and Tensorflow 2.0: github.com/Leo...
#machinelearning #computervision #yolo #deepsort #leonlok
STAY UPDATED:
📩 Sign up to my newsletter! - leonlok.co.uk/...
📸 Instagram - / leonlokk
🐦Twitter - / leonlokk
🌍 My website / blog - leonlok.co.uk
MY GEAR:
These are affiliate links for the gear that I use (I receive a kickback).
🎥 Sony A7ii Camera - amzn.to/3xSieJ3
🎙️ Blue Yeti Mic - amzn.to/3tzRcmh
🗜️ Tonor Mic Stand - amzn.to/2QZo6Qa
⌨️ Corsair K95 Keyboard - amzn.to/3tC7uuJ
🖱️ Logitech G502 Wireless Mouse - amzn.to/3txKzkq
🎧 Logitech G933 Wireless Headset - amzn.to/3o1aWOm
ABOUT ME:
I'm Leon and I'm a data scientist based in the UK. I create videos about data science, and I try to share my knowledge and life experience to help others grow 🙂
GET IN TOUCH:
As I'm growing this RU-vid channel, I'd love to hear from those that have watched my videos. Feel free to send me a DM on Instagram for any quick questions, and you can also email me at leon@leonlok.co.uk.

Опубликовано:

2 окт 2024

Ссылка:

Скачать:

Готовим ссылку...

Добавить в:

Мой плейлист

Посмотреть позже

Комментарии : 40

@xiayeye1143 2 года назад

Excuse me, can you give a video tutorial to run this code? Your code is very useful

@LeonLokk 2 года назад

I've thought about it! It's been a while since I've worked on this project but if enough people want to see a tutorial then I'll make one :)

@fish_finderlrmphp5763 2 года назад

@@LeonLokk yes please make the tutorial

@ungat4190 2 года назад

@@LeonLokk yes plss

@xueyang112 2 года назад

@@LeonLokk Yes, please

@leo1722467 2 года назад

@@LeonLokk yes pls

@전평안 4 месяца назад

Hello, I'm a college student studying yolo model. Can you share the code? I'm so curious about the code content. Thank you for making a wonderful project.

@전평안 4 месяца назад

Hello, I'm a college student studying yolo model. Can you share the code? I'm so curious about the code content. Thank you for making a wonderful project.

@dompower500 4 года назад

Excellent concept ... nice.. thanks for your hardwork

@ecsyntric 4 месяца назад

doesn't seem useful if the object IDs cannot be preserved across multiple cameras

@barlospalos3780 3 года назад

AWESOME... Could you please tell me how to run it?

@hansonzeng6293 2 года назад

Amazing videos, just wondering if you are able to provide a tutorial on how to use the code?

@LeonLokk 2 года назад

Thanks Hanson! It's on my list of videos to create, so hopefully I can make a tutorial once I have the chance to sit down and go through the code properly again.

@sharifrezaie5438 3 года назад

great

@doanhbuicao5507 4 года назад

Hi, is it suitable for local video instead of live camera, thanks!

@LeonLokk 3 года назад

Yes it's possible to use local video instead. If you go to the repository, go to the video_streamer folder and use video_streamer.py to emulate an IP camera.

@eiadessam1 3 года назад

Can the algorithm track the same object across multiple views? Meaning if object with ID 123 passed in front of camera 1, would the ID persist as 123 when it's tracked passing in front of camera 2? Thanks in advance

@LeonLokk 3 года назад

Unfortunately it can't since implementing something like that is way beyond my ability for now. Would be amazing if somebody could do it though, as I definitely think it's useful to have multiple cameras tracking the same objects to cover a large area.

@frijihamdi2542 3 года назад

@@LeonLokk I am working on doing the same thing based on your project do you have an idea how to do that?

@syedabdulsalam4659 2 года назад

Look for vehicle re-identification problems. E.g. openaccess.thecvf.com/content/CVPR2021W/AICity/papers/Wu_A_Multi-Camera_Vehicle_Tracking_System_Based_on_City-Scale_Vehicle_Re-ID_CVPRW_2021_paper.pdf

@Juanp082413 4 года назад

Brutal.

@sadisticmisanthrope 3 года назад

What hardware are you running this on? Decent frame rates for a dual feed. Thanks for sharing, liked and subscribed

@LeonLokk 3 года назад

Thanks for subscribing! I ran this on a Nvidia GTX 1070 GPU and an i7-8700K CPU. I originally used YOLO v3 but then changed it to YOLO v4 and the performance was much better for dual feed.