multi-object-tracker
Multi-object trackers in Python (by adipandas)
FastMOT
High-performance multiple object tracking based on YOLO, Deep SORT, and KLT 🚀 (by GeekAlexis)
| multi-object-tracker | FastMOT | |
|---|---|---|
| 4 | 2 | |
| 687 | 1,187 | |
| 0.7% | 0.8% | |
| 6.4 | 4.4 | |
| almost 2 years ago | 12 months ago | |
| Python | Python | |
| MIT License | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
multi-object-tracker
Posts with mentions or reviews of multi-object-tracker.
We have used some of these posts to build our list of alternatives
and similar projects.
- Multi-object trackers in Python
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Difference DeepSort and doing detection on each frame
You may find this useful: https://adipandas.github.io/multi-object-tracker/
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SORT Tracker adds extra objects
As you can see, in Frame 43, the tracker assigns the ID 10 to a metal post, but a few frames later when the tracker tracks the same metal post, it provides an ID of 11. This shows that the tracker is assigning new IDs to the same detected object. I cannot seem to find out why this happens, and how to fix it. I am using the motrackers module from this repo. I have not made any changes as such in the mot_yolov3.py file, I have just added the line to print the frame counter.
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Example Of A Simple And Well Made Python Project
I have a simple python project which has gone through at least 5 iterations since I began working on it. Please see this link: adipandas/multi-object-tracker.
FastMOT
Posts with mentions or reviews of FastMOT.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-06-01.
- Does Multi Object Tracking work better (precision/recall) on videos than jury rigging a SOTA image object detection to work on videos?
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Assign ID and track moving object with optical flow
On failure, you can try using a re-identification methods like FastReid: https://github.com/JDAI-CV/fast-reid in combination with your detector. A good pipeline that combines everything you seem to need is here: https://github.com/GeekAlexis/FastMOT. It uses a combination of Yolov4 (detector) + Kalman filters, Optical flow (tracker) and FastReid (re-identification)
What are some alternatives?
When comparing multi-object-tracker and FastMOT you can also consider the following projects:
Kornia - 🐍 Geometric Computer Vision Library for Spatial AI
Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.
norfair - Lightweight Python library for adding real-time multi-object tracking to any detector.
ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box
fast-reid - SOTA Re-identification Methods and Toolbox