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Top 23 Computer Vision Open-Source Projects
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You might be able to achieve this with scripting tools like AutoHotkey or Python with libraries for GUI automation and image recognition (e.g., PyAutoGUI https://pyautogui.readthedocs.io/en/latest/, OpenCV https://opencv.org/).
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course Computer science is very wast field the fundamental remains same, learn basic fundamentals, data structures, concepts of object oriented programming.
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InfluxDB
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Project mention: GitHub - ageitgey/face_recognition: The world's simplest facial recognition api for Python and the command line | /r/Python | 2023-11-05
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openpose
OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation
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;
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applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
Project mention: [D] Favorite ML Youtube Channels/Blogs/Newsletters | /r/MachineLearning | 2023-04-08Also, have any of you stumbled across any cool GitHub repos like this one: https://github.com/eugeneyan/applied-ml ?
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mediapipe/docs/solutions/pose.md at master · google/mediapipe · GitHub
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Project mention: Artificial Intelligence for Beginners – A Curriculum | news.ycombinator.com | 2023-06-13
This is a good summary of most topics in AI/ML. The only thing that it seems to by missing (or maybe I'm just not seeing it) is a section on generative AI for images and video (DALL-E, Stable Diffusion etc).
They do cover LLMs which is generative AI for text though: https://github.com/microsoft/AI-For-Beginners/blob/main/less...
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Onboard AI
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darknet
YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet ) (by AlexeyAB)
YoloV3/4 is C based if that counts: https://github.com/AlexeyAB/darknet
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Click to Learn more...
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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.
I just uploaded my C++ implementation of EasyOCR, a well known ocr library for python. Also dusted some cobwebbs from some audio related projects as well, feel free to leave feedback or contribute! I only implemented the most salient parts, so certainly could use some community help! Cheers!
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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.
Project mention: which book to chose for deep learning :lan Goodfellow or francois chollet | /r/learnmachinelearning | 2023-04-07 -
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
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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
Project mention: 🐍🐍 23 issues to grow yourself as an exceptional open-source Python expert 🧑💻 🥇 | dev.to | 2023-10-19 -
vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
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
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AirSim
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
Project mention: Modding API for old game: Strategies to ensure it runs on older systems while not losing productivity? | /r/REGames | 2023-05-04 -
label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
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The goal is to do keypoint-detection of fish (eg nose, tail etc) in a fishtank. By using a stereocamera for this, I'm also getting depth information which lets me measure the fish-length underwater. Im only training on RGB-Images though. I'm transfer-learning pytorch's keypoint-rcnn-resnet50, because thats the only available one in https://github.com/pytorch/vision/blob/main/torchvision/models/detection/keypoint_rcnn.py.
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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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500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code
500 AI Machine learning Deep learning Computer vision NLP Projects with code
a small list for NLP. Go through a few, you might some get new ideas.
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Project mention: Modern Image Processing Algorithms Implementation in C | news.ycombinator.com | 2023-06-06
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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 2023-12-05.
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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 | 72,706 |
| 2 | cs-video-courses | 62,038 |
| 3 | Face Recognition | 50,327 |
| 4 | openpose | 28,696 |
| 5 | applied-ml | 24,938 |
| 6 | mediapipe | 24,064 |
| 7 | AI-For-Beginners | 23,104 |
| 8 | darknet | 21,127 |
| 9 | pytorch-CycleGAN-and-pix2pix | 21,066 |
| 10 | EasyOCR | 20,265 |
| 11 | d2l-en | 20,011 |
| 12 | learnopencv | 19,591 |
| 13 | datasets | 17,646 |
| 14 | vit-pytorch | 16,063 |
| 15 | AirSim | 15,365 |
| 16 | label-studio | 14,871 |
| 17 | vision | 14,838 |
| 18 | Awesome-pytorch-list | 14,601 |
| 19 | instant-ngp | 14,503 |
| 20 | CVPR2023-Papers-with-Code | 14,153 |
| 21 | 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code | 13,787 |
| 22 | facenet | 13,294 |
| 23 | Dlib | 12,426 |
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