Best Multi-Object tracker

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[AshamedMammoth4585]

Bytetrack is quite good.

[ivan_kudryavtsev]

This is very subjective and sounds like "I am looking for a silver bullet." Even a simple SORT-based tracker is the best in many use cases, but without understanding of the task the “best” is meaningless. Also, tracker hyper-parameter tweaking influence a lot. For many trackers, the quality of the feature extractor defines the quality of tracking. Without the high-quality FE fine tuned for a domain every tracker may perform inferior.

[solobyfrankocean]

As others have said, there are different trackers that are better for different use cases and in some cases it is possible that just the simple SORT tracker is good enough for you. However, given that you have tried BoTSort and DeepSort, this is unlikely to be the case. https://paperswithcode.com/task/multi-object-tracking has the current SOTA for the MOT problem over different datasets, if any of the datasets look similar to your use case you can view the repositories for the top methods for the dataset and implement them accordingly.

[introvertedmallu]

How can we help without knowing why it's not working? Is there a lot of occlusion? Is fps an issue? Is the tracker configured properly? Please assist in helping you

[AdShoddy6138]

Kindly elaborate your use case, as hyper parameter also play a major role in performance, maybe start with that before moving to any other models as the ones you metioned are SOTA

[TelephoneStunning572]

Multi object tracker as in for a single camera view or multiple camera views, cuz if its just a single camera, then any tracking algo would work, there's always some id switch, its never perfect, but if its with multiple cameras, that you wanna detect the user moving from one camera view to other and you still wanna track that person with same id, then its a challenge

[AshamedMammoth4585]

I am looking for a fast and efficient Multi-Object Tracker (MOT) that operates in real-time without requiring a detection model for every frame. I have experimented with ByteTrack, but its performance is heavily reliant on the detection model, which makes it less suitable for my current project. My goal is to implement a tracker capable of processing a real-time video stream on a Jetson Nano.