sort
Simple, online, and realtime tracking of multiple objects in a video sequence. (by abewley)
DarkLabel
Video/Image Labeling and Annotation Tool (by darkpgmr)
sort | DarkLabel | |
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8 | 1 | |
3,727 | 288 | |
- | - | |
3.3 | 0.0 | |
5 months ago | over 2 years ago | |
Python | ||
GNU General Public License v3.0 only | - |
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.
sort
Posts with mentions or reviews of sort.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-16.
- [D] how does military auto turrets like CWIS not get confused when there are multiple targets?
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Similari 0.26.2: MOT framework with Python bindings
Similari is a Rust/Python framework aimed at building sophisticated tracking systems. With Similari, you can develop highly efficient parallelized SORT, DeepSORT, and other sophisticated multiple-object tracking engines.
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How to improve a YoloV5 model after the first training?
One interesting thing to consider is about using a new model's output as training data is the following. If you use some object tracking algorithm like SORT, you might be able to find frames where the object was "tracked" even though the model didn't detect the object (some type of flickering). In this case, you're able to run the model on video and make it better by giving it these new bounding boxes based on "tracking". Does that make sense?
- Temporal filtering of CNN detectors
- How to track an object between detections with a kalman filter?
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[P] Gait Recognition in the wild
The model is an ST-GCN trained in a completely unsupervised manner, from a LOT of skeleton sequences. Pose estimation was performed with AlphaPose, and tracked using SORT.
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Is it possible to track objects on the go?
Yes it is possible! It's an addition to object detection, so I suggest you look for "object detection tracking". You can find articles like this one which refers to Python libraries like this one.
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I made a traffic light detection program with a self-trained dataset
congratz! that's a great project. since you have the detector operating on videos, you could add a simple tracking-by-detection method like SORT. https://github.com/abewley/sort#using-sort-in-your-own-project it's really easy to use, and creates temporally constistent tracks by associating detections in successive frames.
DarkLabel
Posts with mentions or reviews of DarkLabel.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-07-25.
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How to improve a YoloV5 model after the first training?
There is still no point retraining your model with its own output tho. You will get better results annotating it yourself. You can make use of this annotation tool https://github.com/darkpgmr/DarkLabel to save annotation time. If your training images are frames in a video, by using this tool you can propagate your bounding boxes into future frames. The boxes will eventually drift tho, so you will have to reinitialise the boxes every now and then.
What are some alternatives?
When comparing sort and DarkLabel you can also consider the following projects:
Beginner-Traffic-Light-Detection-OpenCV-YOLOv3 - This is a python program using YOLO and OpenCV to detect traffic lights. Works in The Netherlands, possibly other countries
deep_sort - Simple Online Realtime Tracking with a Deep Association Metric
AlphaPose - Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System
Yolo_mark - GUI for marking bounded boxes of objects in images for training neural network Yolo v3 and v2
Similari - A framework for building high-performance real-time multiple object trackers