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Top 15 Python object-tracking Projects
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Project mention: Help combining custom detector (yolo) with a tracker. | reddit.com/r/computervision | 2022-03-27
Yyou can use norfair: https://github.com/tryolabs/norfair
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Project mention: 10$ Full Body Tracking! I'm proud to release ToucanTrack (in Beta!). Get decent FBT with the power of 2 PS3 Eye Cameras and AI! | reddit.com/r/VRchat | 2023-02-20
If you're looking for the differences in terms of how inference is done, I recommend you take a look at MediaPipe's source code. MediaPipe doesn't use raw code, but uses a "graph" instead (eg. pose_landmark_cpu.pbtxt), which can be visualised using MediaPipe Viz. I also used axinc-ai/ailia-models as the base (preprocessing, inference, postprocessing, etc...) which I further built upon (keypoint refinement, roi from keypoints, filtering / smoothing, etc...)
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Sonar
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Project mention: HOW to find MOTA and MOTP for MOT evaluation metrics? | reddit.com/r/computervision | 2022-08-17
I think this repo is a great starting point for your question: https://github.com/cheind/py-motmetrics
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Project mention: need help with object detection and object tracking using yolov4 | reddit.com/r/matlab | 2022-08-07
Also check out Unicorn - https://github.com/MasterBin-IIAU/Unicorn
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InfluxDB
Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.
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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)
Project mention: Multi Object Tracking from moving camera | reddit.com/r/computervision | 2022-06-02Great suggestion! I’ll add the github link.
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zero-shot-object-tracking
Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.
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Project mention: [R] Universal Instance Perception as Object Discovery and Retrieval (Video Demo) | reddit.com/r/MachineLearning | 2023-03-12
Hi, we have uploaded the complete paper (https://github.com/MasterBin-IIAU/UNINEXT/blob/master/assets/UNINEXT_Paper.pdf) to our repo. You can find more details in the paper :) About the first question, the input videos are NOT segmented aforehand and all target masks are predicted by our UNINEXT model. For SOT and VOS, we use target annotations (box or mask) from the first frame as the prompts. This helps UNINEXT to segment corresponding targets in the following frames.
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Project mention: PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference | reddit.com/r/opensource | 2022-06-04
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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.
My end goal is to achieve functionality similar to: https://github.com/jiteshsaini/robotics-level-4/tree/main/earthrover/human_following but in python on windows pc
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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 ).
Project mention: DeepSort with PyTorch(support yolo series) | reddit.com/r/u_No_Experience9104 | 2022-09-20git clone https://github.com/xuarehere/yolovx_deepsort_pytorch.git
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SaaSHub
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Python object-tracking related posts
- [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
- Empresa uruguaya que SI recomendarías
- Hacker News top posts: Aug 28, 2021
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Index
What are some of the best open-source object-tracking projects in Python? This list will help you:
Project | Stars | |
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1 | norfair | 1,785 |
2 | ailia-models | 1,316 |
3 | py-motmetrics | 1,164 |
4 | yolov4-deepsort | 1,156 |
5 | Unicorn | 867 |
6 | multi-object-tracker | 610 |
7 | Deep-SORT-YOLOv4 | 468 |
8 | UniTrack | 304 |
9 | zero-shot-object-tracking | 298 |
10 | UNINEXT | 284 |
11 | nanonets_object_tracking | 199 |
12 | PeekingDuck | 143 |
13 | CODD | 123 |
14 | robotics-level-4 | 65 |
15 | yolo_series_deepsort_pytorch | 43 |