Object_Detection_Tracking
Out-of-the-box code and models for CMU's object detection and tracking system for multi-camera surveillance videos. Speed optimized Faster-RCNN model. Tensorflow based. Also supports EfficientDet. WACVW'20 (by JunweiLiang)
FastMOT
High-performance multiple object tracking based on YOLO, Deep SORT, and KLT 🚀 (by GeekAlexis)
Our great sponsors
| Object_Detection_Tracking | FastMOT | |
|---|---|---|
| 1 | 2 | |
| 447 | 1,095 | |
| - | - | |
| 10.0 | 0.0 | |
| over 1 year ago | over 2 years 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.
Object_Detection_Tracking
Posts with mentions or reviews of Object_Detection_Tracking.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-09-26.
-
✨ Best Computer Vision Projects with Source Code 🚀
🔗 https://github.com/JunweiLiang/Object_Detection_Tracking
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?
-
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)