user interest object detection and video summarization on top of it

[vamsisravanth]

There are no videos on YouTube on object detection and video summarization combined.
I am currently working on a project that involves tracking a specific person in a CCTV video and performing video summarization based on that person’s movements. I plan to use YOLOv8 or YoloV9 for object detection and either Deep SORT or Strong SORT for tracking, where each person in the video would be assigned a unique ID.

My main question is whether it is possible to track a specific person in the video using their assigned ID. For example, if I want to track the person with ID 2 in the video, can I do so without having pre-annotations or IDs for that person? Essentially, I would input a random video, obtain IDs for each person in the video, and then specify the ID of the person I want to track. The person comes in and out of the frame and he is not visible all the time in the video.

I would greatly appreciate it if you could provide me with a detailed explanation
if it is not possible can you please make a video where an object like bag or backpack has been identified throughout the video and summarize the video where there is only bag or a backpack(user object of interest) in the video by deleting all the other frames where there is no bag or backpack
can you please make a video on this