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Top 15 Python object-tracking Projects
Lightweight Python library for adding real-time multi-object tracking to any detector.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
The collection of pre-trained, state-of-the-art AI models for ailia SDKProject 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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:bar_chart: Benchmark multiple object trackers (MOT) in PythonProject 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
Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.
[ECCV'22 Oral] Towards Grand Unification of Object Tracking (by MasterBin-IIAU)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
Multi-object trackers in Python
People detection and optional tracking with Tensorflow backend.
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[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 | 2022-06-02
Great suggestion! I’ll add the github link.
Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.
[CVPR'23] Universal Instance Perception as Object Discovery and RetrievalProject 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.
A modular framework built to simplify Computer Vision inference workloads.Project mention: PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference | reddit.com/r/opensource | 2022-06-04
Cooperative Driving Dataset: a dataset for multi-agent driving scenarios
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.Project mention: nub needs some directions | reddit.com/r/tensorflow | 2023-01-26
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
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 | 2022-09-20
git clone https://github.com/xuarehere/yolovx_deepsort_pytorch.git
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Python object-tracking related posts
[R] Universal Instance Perception as Object Discovery and Retrieval (Video Demo)
2 projects | reddit.com/r/MachineLearning | 12 Mar 2023
need help with object detection and object tracking using yolov4
1 project | reddit.com/r/matlab | 7 Aug 2022
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
1 project | reddit.com/r/computervision | 20 Jul 2022
[R] Unicorn: 🦄 : Towards Grand Unification of Object Tracking
2 projects | reddit.com/r/MachineLearning | 17 Jul 2022
Multi Object Tracking from moving camera
2 projects | reddit.com/r/computervision | 2 Jun 2022
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1 project | reddit.com/r/CharruaDevs | 13 Feb 2022
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1 project | reddit.com/r/hackerdigest | 28 Aug 2021
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What are some of the best open-source object-tracking projects in Python? This list will help you: