Object Tracking Using Deep SORT and YOLOv4 | Multi Object Tracking

Explained what is Deep SORT Algorithm. Also demonstrated How to implement deepSORT algorithm on custom dataset.
Object Tracking Using YOLOv5 and Deep Sort Algorithm.
We will perform Object Detection using yolov5 and Object tracking using Deep SORT Algorithm.
Github Link: github.com/AarohiSingla/DeepS...
Object Detection Using Yolov4: • Traffic Sign Detection...
In case of any query: [e-mail]
Object tracking is the task of taking an initial set of object detections, creating a unique ID for each of the initial detections, and then tracking each of the objects as they move around frames in a video, maintaining the ID assignment.
#deepsort #objecttracking #multiobjecttracking #kalmanfilter #cnn #AI #ml #artificialintelligence #deeplearning #computervision #machinelearning # pifordtechnologies #aarohisingla #akminder

[@nojoodothmanal-ghamdi1026]

Thnak you SO much! it worked and I finally have a custome object detector with a traker! There is also something I want to share, in the requirement file the requirement install TensorFlow 2.3.0cr0 which is no longer exist since "cr" mean still not released yet version 2.3.0 is officially released, so some of you will find a problem running the code or find that the detection does not work. All you have to do is to add a new cell at the very beginning and run the following: !pip install tensorflow-gpu==2.3.0 then follow the video normally, I hope this help and good luck everyone

[@firozwadud5425]

This is really helpful. What would be the command for using the webcam instead of video file?

[@rupakdey6753]

One of the best teachers I have ever had. Thank you mam for these amazing explanations.Only through your videos I was able to properly understand the concept of object detection model as well as their implementations where I was struggling before ❤️

[@CodeWithAarohi]

Glad to hear that !

[@mattgillespie2743]

Thanks for the great video! I'm running this implementation on Google Colab and getting only 0.5fps processing speed. It would seem the GPU is not being used even though it's available. Tensorflow 2.3.0cr0 has been discontinued and even though I install the requirement-gpu.txt, the GPU still doesn't work. Is there an update to get this working? Thanks

[@RenuSharma-hl2po]

Hello Aarohi, quick question can we replace yolov4 with yolov5 in this particular repo?

[@cena777248]

Can we use this to track object in multi camera/ reidentification?

[@michaelp2855]

Thanks for these videos, very helpful. Does this work with yolov5?

[@umarmuhammadi429]

Hi ma'am thanks for the video I have a task which is pedestrian detection and congestion measurement First i need to detect pedestrians and then next measure the congestion, let's say in a frame we decide 20 number of people is congested and less is no congestion Do you know how i can work this out

[@vantuantran225]

Thanks Ma'am, straight to the problem!!!

[@CodeWithAarohi]

Welcome

[@MonikaSingh-nu5sg]

Amazing explanation...big thumps up !

[@CodeWithAarohi]

Thank you 😊

[@akashkewar]

You are Doing amazing work Aarohi. Hats off to you.

[@CodeWithAarohi]

Thankyou

[@Wetu_Vexo]

Thank you for the video. really appreciate it

[@CodeWithAarohi]

Glad it was helpful!

[@pifordtechnologiespvtltd5698]

Awesome ma’am

[@CodeWithAarohi]

Thanks a lot 😊

[@jonlouis4640]

Mam, you've converted the YOLO v4 weights to a TF model and connecting with the tracker.... Where goes the explanation for tracker with respect to the 3 steps covering Deepsort algorithm (Kalman, Hungarian, Cnn)

[@CodeWithAarohi]

Hadn't explained in this. Will do a separate video on it soon.

[@akash_a_desai]

My object detector is detecting objects but my tracker is not able to track/detect, how can I fine-tune deepsort? How to tune score

[@CodeWithAarohi]

Need to see your dataset. You can mail me at [e-mail]

[@sankalpsahu2154]

Is it multi class to

[@parthasarathyk5476]

Hi mam, very useful information. Mam did you worked on any 3d lidar point cloud data for object detection. If you can make any video on 3D data based it will be highly helpful...

[@CodeWithAarohi]

Will try to do a video on it soon

[@parthasarathyk5476]

@@CodeWithAarohi Thank you mam.

[@amanharis1845]

Ma'am can you make an explanation on the same topic but instead of yolov4, we use YOLOR as object detection algorithm ?

[@CodeWithAarohi]

Will try to do the requested topic

[@surflaweb]

A GPU is needed to perform real time trackings?

[@CodeWithAarohi]

You can work with CPU also but processing will be slow.

[@surflaweb]

@@CodeWithAarohi deep learning is expensive :/

[@Nirex_]

Thank you!

[@CodeWithAarohi]

You're welcome!

[@nipungupta9914]

Hi, what is the difference when using YOLO V4 alone versus when using YOLO V4 with Deep SORT? Please explain this.

[@CodeWithAarohi]

Yolov4 is just a Object detection algorithm but when we use yolov4 with DeepSORT then with object detection we can also track the objects.

[@nipungupta9914]

Can we keep the makefile in local system and run make command on it? Would doing so build the makefile?

[@ArunKumar-sg6jf]

madam try Yolov4 on AWS Sagemaker please

[@nakulmali1413]

Hello mam first upon thanks for your efforts and videos. Mam i request you please upload video on yolov5 with Deep Sort for object tracking

[@CodeWithAarohi]

Okay sure

[@oguzhanercan4701]

Hi, how many fps this solution gets? and which gpu

[@CodeWithAarohi]

Hi, I have executed this code on Nvidea RTX 2060 and can't help you with the fps because the code which I use for youtube tutorial is on small datasets and I delete them after youtube video.

[@oguzhanercan4701]

@@CodeWithAarohi :/

[@abcd-089]

Hi mam could you please share the drive link, it's not opening.

[@CodeWithAarohi]

github.com/AarohiSingla/DeepSORT-algorithm-with-YOLOv4/blob/main/Untitled.ipynb

[@rahiegadekar3422]

How can we perform real-time object tracking ?

[@CodeWithAarohi]

Replace loading a video with a camera in command and Algorithm will track real time objects

[@firozwadud5425]

@@CodeWithAarohi How to replace loading a video with a camera from command?

[@sankalpsahu2154]

@@firozwadud5425 give 0 as input cap.read(0) this should probably take live frames from camera

[@roboticsforunitedindia9421]

Hello mam if you have 3D object detection with Yolo algorithm please make a video ok n that

[@CodeWithAarohi]

Will try to cover this in my upcoming videos.

[@debanikroy7496]

Plese improve communication skills.

[@CodeWithAarohi]

Thank you for the feedback!

[@AntiComunaBR]

for god's sake, no one program in c/c++ anymore ? my god!

[@CodeWithAarohi]

Sorry to disappoint you

[@Kishi1969]

I'm always enjoy your video and happy to learn from you with details examples.. Can i request your PowerPoint to be study more, if yes i can send you my email address because, i want to be reading over and practice what you are teaching,waiting to read from you.. My Prof 🙏

[@Kishi1969]

@@CodeWithAarohi OK, thanks