norfair
kalmanpy
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| norfair | kalmanpy | |
|---|---|---|
| 4 | 4 | |
| 2,289 | 34 | |
| 1.9% | - | |
| 7.2 | 0.0 | |
| 16 days ago | about 3 years ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | - |
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norfair
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Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research
If you're familiar with Python you can try using Norfair. It's a lightweight Python library for adding real-time multi-object tracking to any detector. There are lots of examples for you to try, they mostly differ on the object detector.
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Help combining custom detector (yolo) with a tracker.
Yyou can use norfair: https://github.com/tryolabs/norfair
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Tryolabs
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Tracker on top of YOLO algorithm?
Depending on your task normal SORT would work as well (No retraining required, just some Kallman filter and some other techniques). The library https://github.com/tryolabs/norfair has implemented SORT and can be extended with DeepSORT if you want.
kalmanpy
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Kalman Filter in Python
I know this may be very basic for a lot of you ML experts, but I just spent an hour learning and implementing a simple Kalman filter here: https://github.com/enochkan/kalmanpy and it worked :D pretty darn proud of myself
Please check it out and would appreciate any feedbacks.. my implementation is far from perfect and I plan on implementing more as my knowledge grows.
- Simply Kalman Filter in Python
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[P] Simple Kalman Filter in Python
I know this may be very basic for a lot of you ML experts, but I just spent an hour learning and implementing a simple Kalman filter here: https://github.com/enochkan/kalmanpy and it worked :D pretty darn proud of myself 🙌✨
What are some alternatives?
multi-object-tracker - Multi-object trackers in Python
Kalman-and-Bayesian-Filters-in-Python - Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
yolov4-deepsort - Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
zero-shot-object-tracking - Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.
pycm - Multi-class confusion matrix library in Python
mmtracking - OpenMMLab Video Perception Toolbox. It supports Video Object Detection (VID), Multiple Object Tracking (MOT), Single Object Tracking (SOT), Video Instance Segmentation (VIS) with a unified framework.
rex-gym - OpenAI Gym environments for an open-source quadruped robot (SpotMicro)
Deep-SORT-YOLOv4 - People detection and optional tracking with Tensorflow backend.
Kornia - Geometric Computer Vision Library for Spatial AI
ByteTrack - [ECCV 2022] ByteTrack: Multi-Object Tracking by Associating Every Detection Box
UNINEXT - [CVPR'23] Universal Instance Perception as Object Discovery and Retrieval