Multi-Object Tracking with Ultralytics YOLO | YOLOv8 tracking

Object tracking is the intricate process of recognizing and following the movement of specific objects, be it one or multiple, within a sequence of frames across a period of time. This involves continuously pinpointing the object's location in each frame and maintaining a record of its trajectory as it progresses through subsequent frames. The versatility of object tracking finds applications across diverse domains, including surveillance, robotics, autonomous driving, sports analytics, and more.
Github: github.com/AarohiSingla/Multi...
For queries: You can comment in comment section or you can email me at [e-mail]
A renowned solution for object detection and tracking is YOLOv8, which provides a user-friendly implementation of tracking algorithms through two distinct architectures, currently:
1. BoT-SORT
2. ByteTrack
Both BoT-SORT and ByteTrack furnish robust and efficient tracking algorithms that can be seamlessly integrated into your computer vision projects. While the default tracker is BoT-SORT, you have the flexibility to opt for ByteTrack if it better suits your requirements.
#yolov8 #yolo #ultralytics #computervision #objecttracking #objectdetection

[@yasutakaueda3928]

I recently asked a question about ”YOLO-NAS Pose Implementation”. I understand that combining pose estimation with tracking enables us to obtain information about a specific person. This insight is incredibly helpful. Thank you so much for providing such valuable information.

[@CodeWithAarohi]

You're very welcome! I'm glad to hear that the information was valuable to you.

[@ashimasingla103]

Hello Aarohi
Your channel is very knowledgeable & helpful for all Artificial Intelligence/ Data Scientist Professionals. Stay blessed & keep sharing such a good content.

[@CodeWithAarohi]

Thank you, I will

[@aidev8926]

Spectacular content . Please keep uploading awesome like this.!!!

[@CodeWithAarohi]

Thank you, I will

[@cattnation6257]

@@CodeWithAarohi will you help me ?? cant able to track i can share my code

[@aminelongo242]

Great explanation thanks

[@CodeWithAarohi]

Glad it was helpful!

[@aminelongo242]

@@CodeWithAarohi from your point of view which is better supervision and byteTrack or ultralytics track command with byteTrack

[@pifordtechnologiespvtltd5698]

Amazing work done. Keep it up

[@CodeWithAarohi]

Thank you, I will

[@Sunil-ez1hx]

Very nice

[@CodeWithAarohi]

My pleasure 😊

[@user-co6pu8zv3v]

Thank you

[@CodeWithAarohi]

You're welcome

[@landrymusic3241]

hello I have a question I have everything like you and working good but they Keypoint I can't rename them can you tell me how can I rename the Keypoint thank you

[@iMJKhan]

Hi, Thanks for the information.
Can you generate a confusion matrix for test data (detection task)?

[@smaharaja282000]

Can we get the tracking position for each and every object? And define a unique target position for every object we are detecting?

[@jayathissaaral2598]

how to track accurately overlapping objects ?. (because this method doesnt work for overlapping objects )

[@Bwajster]

Ma'am, Please make tutorials on DeepStream SDK

[@CodeWithAarohi]

Sure

[@rakeshbullet7363]

Aarohi , Yolo v8 comes with multiple tracking options and you also mentioned few additional ones, whats the criteria that one should use to decide on which tracking algo to use . Do you have a video on that ? Maybe i missed that , can u please share the link

[@CodeWithAarohi]

No, I don't have a video on that but will try to make one.

[@tipsstudio6807]

Hello, This video is very helpful, by the way, I want to train my custom model based on single class. Can you make a video on that where we can train our custom model with the custom data ? where you can explain all the parts that needs to be done in order to do that. from dataset generation to end-to-end.

[@CodeWithAarohi]

Sure

[@keyanwb]

Excellent tutorial to get an idea on yolo. Simple and sweet explanation. I tried the example but as soon as the model.track is executed I'm getting 'Kernel died and will try to restart automatically'. Runs fine if I remove save=True. Any idea what causes this ?

[@CodeWithAarohi]

try to reduce batch size and image size and then check.

[@oykuecekoken3350]

Why is the ID number always updated? I want to keep the ID number constant in every frame, how can I do it?

[@CodeWithAarohi]

Check this recent video - th-cam.com/video/Z3uquMElyzI/w-d-xo.html

[@Huds-ux1xb]

Can you make yolov8 weapon detection ? I was wondering to use yolov8 and CNN to making weapon detection

[@CodeWithAarohi]

For that you need to train your yolov8 model on weapons and then use the best.pt model as I have used here.

[@Huds-ux1xb]

@@CodeWithAarohi do you use CNN method?

[@vipulupadhyay8726]

Can u explain the configuration of bot-sort tracker

[@CodeWithAarohi]

Sure

[@ttaylor9916]

where is the mp4?

[@CodeWithAarohi]

It was not there. You can download any video from internet and test.

[@sahilsharma8600]

mam i want to connect with you on linkdin could you please give me your profile link?

[@CodeWithAarohi]

www.linkedin.com/in/aarohi-singla-761b2448/