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Top 23 Computer Vision Open-Source Projects
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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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openpose
OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
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applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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EasyOCR
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
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d2l-en
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
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darknet
YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet ) (by AlexeyAB)
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datasets
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools
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vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
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500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code
500 AI Machine learning Deep learning Computer vision NLP Projects with code
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label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
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AirSim
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
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Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
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Project mention: การจำแนกสายพันธุ์มะม่วง โดยใช้ Visual Geometry Group 16 (VGG16) ใน Python | dev.to | 2024-04-16Referenceshttps https://www.kaggle.com/datasets/riyaelizashaju/skin-disease-image-dataset-balanced?fbclid=IwAR3wbTp8l5yo_5fx6HAX8Vd2-9cca3khAc8EiBGFObaALfdVid29IuB_rYE https://keras.io/api/applications/vgg/ https://www.tensorflow.org/tutorials/images/cnn?hl=th https://opencv.org/
course Computer science is very wast field the fundamental remains same, learn basic fundamentals, data structures, concepts of object oriented programming.
Camera connected to a PI? Something like this could run locally: https://github.com/ageitgey/face_recognition
🔗 https://github.com/microsoft/AI-For-Beginners 🔗 https://microsoft.github.io/AI-For-Beginners/
Project mention: AI "Artists" Are Lazy, and the Ultimate Goal of AI Image Generation (hint: its sloth) | /r/ArtistHate | 2023-11-25Open Pose, a multi-person keypoint detection library for body, face, hands, and foot estimation [10], is used for posing generated characters;
mediapipe/docs/solutions/pose.md at master · google/mediapipe · GitHub
Click to Learn more...
Project mention: Leveraging GPT-4 for PDF Data Extraction: A Comprehensive Guide | dev.to | 2023-12-27PyTesseract Module [ Github ] EasyOCR Module [ Github ] PaddlePaddle OCR [ Github ]
Deci's YOLO-NAS Pose: Redefining Pose Estimation! Elevating healthcare, sports, tech, and robotics with precision and speed. Github link and blog link down below! Repo: https://github.com/spmallick/learnopencv/tree/master/YOLO-NAS-Pose
Project mention: 🐍🐍 23 issues to grow yourself as an exceptional open-source Python expert 🧑💻 🥇 | dev.to | 2023-10-19
Project mention: Is it easier to go from Pytorch to TF and Keras than the other way around? | /r/pytorch | 2023-05-13I also need to learn Pyspark so right now I am going to download the Fashion Mnist dataset, use Pyspark to downsize each image and put the into separate folders according to their labels (just to show employers I can do some basic ETL with Pyspark, not sure how I am going to load for training in Pytorch yet though). Then I am going to write the simplest Le Net to try to categorize the fashion MNIST dataset (results will most likely be bad but it's okay). Next, try to learn transfer learning in Pytorch for both CNN or maybe skip ahead to ViT. Ideally at this point I want to study the Attention mechanism a bit more and try to implement Simple Vit which I saw here: https://github.com/lucidrains/vit-pytorch/blob/main/vit_pytorch/simple_vit.py
14. LabelStudio by Human Signal | Github | tutorial
Project mention: Modding API for old game: Strategies to ensure it runs on older systems while not losing productivity? | /r/REGames | 2023-05-04
Let's start by defining the ResNet module according to the Residual Network architecture, as replicated[1] by the torchvision implementation of the model we will import. Detailed architecture variants with a depth of 18, 34, 50, 101 and 152 layers can be found in the table below.
You can always slice the images into smaller ones, run detection on each tile, and combine results. Supervision has a utility for this - https://supervision.roboflow.com/latest/detection/tools/infe..., but it only works with detections. You can get a much more accurate result this way. Here is some side-by-side comparison: https://github.com/roboflow/supervision/releases/tag/0.14.0.
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).
Computer Vision related posts
- Show HN: I made a ROS package for realtime semantic segmentation
- The Nimble File Format by Meta
- How to Estimate Depth from a Single Image
- How to Detect Small Objects
- การจำแนกสายพันธุ์มะม่วง โดยใช้ Visual Geometry Group 16 (VGG16) ใน Python
- How to Cluster Images
- GoCV 0.36 has just been released, no fooling
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Index
What are some of the best open-source Computer Vision projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | OpenCV | 75,566 |
| 2 | cs-video-courses | 64,788 |
| 3 | Face Recognition | 51,755 |
| 4 | AI-For-Beginners | 31,046 |
| 5 | openpose | 29,867 |
| 6 | applied-ml | 25,875 |
| 7 | mediapipe | 25,405 |
| 8 | pytorch-CycleGAN-and-pix2pix | 21,998 |
| 9 | EasyOCR | 21,882 |
| 10 | d2l-en | 21,628 |
| 11 | darknet | 21,434 |
| 12 | learnopencv | 20,363 |
| 13 | datasets | 18,376 |
| 14 | vit-pytorch | 17,910 |
| 15 | 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | 17,099 |
| 16 | label-studio | 16,469 |
| 17 | CVPR2024-Papers-with-Code | 16,043 |
| 18 | AirSim | 15,867 |
| 19 | vision | 15,423 |
| 20 | instant-ngp | 15,329 |
| 21 | Awesome-pytorch-list | 14,932 |
| 22 | supervision | 13,984 |
| 23 | facenet | 13,493 |
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