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Top 16 Python object-tracking Projects
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Project mention: Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research | /r/computervision | 2023-12-07
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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WorkOS
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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zero-shot-object-tracking
Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.
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UniTrack
[NeurIPS'21] Unified tracking framework with a single appearance model. It supports Single Object Tracking (SOT), Video Object Segmentation (VOS), Multi-Object Tracking (MOT), Multi-Object Tracking and Segmentation (MOTS), Pose Tracking, Video Instance Segmentation (VIS), and class-agnostic MOT (e.g. TAO dataset). (by Zhongdao)
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Yo can find the code and datasets on GitHub - VolleyVision.
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yolo_series_deepsort_pytorch
Deepsort with yolo series. This project support the existing yolo detection model algorithm (YOLOV8, YOLOV7, YOLOV6, YOLOV5, YOLOV4Scaled, YOLOV4, YOLOv3', PPYOLOE, YOLOR, YOLOX ).
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robotics-level-4
This repo contains projects created using TensorFlow-Lite on Raspberry Pi and Teachable Machine. AI and ML capabilities have been integrated with Robot's software.
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SaaSHub
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-12-07.
Python object-tracking related posts
- Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research
- Open-Source Hawkeye for Volleyball
- [R] Universal Instance Perception as Object Discovery and Retrieval (Video Demo)
- need help with object detection and object tracking using yolov4
- Researchers from Bytedance and Dalian University Propose 🦄 ‘Unicorn’: a Unified Computer Vision Approach to Address Four Tracking Tasks Using a Single Model with the Same Model Parameters
- [R] Unicorn: 🦄 : Towards Grand Unification of Object Tracking
- Multi Object Tracking from moving camera
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A note from our sponsor - WorkOS
workos.com | 18 Apr 2024
Index
What are some of the best open-source object-tracking projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | norfair | 2,280 |
| 2 | ailia-models | 1,799 |
| 3 | UNINEXT | 1,435 |
| 4 | py-motmetrics | 1,321 |
| 5 | yolov4-deepsort | 1,282 |
| 6 | Unicorn | 942 |
| 7 | multi-object-tracker | 665 |
| 8 | Deep-SORT-YOLOv4 | 492 |
| 9 | zero-shot-object-tracking | 348 |
| 10 | UniTrack | 330 |
| 11 | nanonets_object_tracking | 208 |
| 12 | PeekingDuck | 157 |
| 13 | VolleyVision | 138 |
| 14 | CODD | 133 |
| 15 | yolo_series_deepsort_pytorch | 80 |
| 16 | robotics-level-4 | 77 |
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