Top 23 Python Computer Vision Projects
The world's simplest facial recognition api for Python and the command lineProject mention: Facial recognition | reddit.com/r/OSINT | 2021-10-18
Image-to-Image Translation in PyTorchProject mention: I made a 3d topographic map based on my recent civ6 game | reddit.com/r/civ | 2021-08-03
pix2pix algorithm is used for translating Civ6Maps to heightmaps. Synthesized terrain was rendered in blender.
Run Linux Software Faster and Safer than Linux with Unikernels.
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.Project mention: [Question] Best approach for Optical Character recognition on large (20MB+) photos? | reddit.com/r/opencv | 2021-11-10
Try easyocr or Tesseract. Both are pretty easy to use and don't need much background in OpenCV.
Cloud-native neural search framework for 𝙖𝙣𝙮 kind of dataProject mention: Open source tools to track github repository stats? | reddit.com/r/opensource | 2021-10-24
I use this tool everyday to track growth for Jina (an open-source neural search framework)
Face recognition using TensorflowProject mention: CompreFace - Free and open-source self-hosted face recognition system from Exadel | reddit.com/r/selfhosted | 2021-05-07
As for me, openface is already outdated - the latest release was in 2016. If you look for a library, the easiest to use is ageitgey/face_recognition. The more accurate libraries are davidsandberg/facenet and deepinsight/insightface.
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.Project mention: I created a way to learn machine learning through Jupyter | reddit.com/r/learnmachinelearning | 2021-04-30
There are actually some online books and courses built on Jupyter Notebook ([Dive to Deep Learning Book](https://github.com/d2l-ai/d2l-en) for example). However yours is more detail and could really helps beginners.
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation toolsProject mention: Hugging Face Introduces ‘Datasets’: A Lightweight Community Library For Natural Language Processing (NLP) | reddit.com/r/artificial | 2021-11-08
Code for https://arxiv.org/abs/2109.02846 found: https://github.com/huggingface/datasets
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
Datasets, Transforms and Models specific to Computer VisionProject mention: Hey, I'm trying to find some materials about object detection in Pytorch but I'm having a hard time finding it. | reddit.com/r/pytorch | 2021-11-26
And there are explanations: it's the research articles as well as the blog articles talking about them. And 99% of the code you'll find is open sourced: - The official torchvision has various models described here with their reference papers and the code of these models is found on the gitub page - You can find almost-official YOLO implementation on this github page.
A MNIST-like fashion product database. Benchmark :point_down:Project mention: Image recognition and linear regression. | reddit.com/r/learnmachinelearning | 2021-10-27
Data-centric declarative deep learning frameworkProject mention: Most Frequent 600 Coding Questions on LeetCode | reddit.com/r/cscareerquestions | 2021-10-26
They list themselves all over the internet as an "open source contributor" to Uber, which as far I can tell is based entirely on... reporting that there was an issue with a favicon. To me, it seems like they'll be cheating anybody who employs them based on this, ahem, "experience". And that feels like the tip of the iceberg.
Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).Project mention: Convert Yolov3 annotation to labelme | reddit.com/r/deeplearning | 2021-04-25
Ref. - https://github.com/wkentaro/labelme/
3D Reconstruction SoftwareProject mention: What are the free and open source map splicing software? | reddit.com/r/aerialphotography | 2021-11-21
For example, here's the download page for MeshRoom (windows/linux) - It has a panorama stitching feature - https://github.com/alicevision/meshroom/releases/tag/v2021.1.0 Scroll down to the bottom of the page for the links.
Label Studio is a multi-type data labeling and annotation tool with standardized output formatProject mention: Label Studio. Open Source Data Labeling | reddit.com/r/datasets | 2021-11-09
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in PytorchProject mention: [D] Surprisingly Simple SOTA Self-Supervised Pretraining - Masked Autoencoders Are Scalable Vision Learners by Kaiming He et al. explained (5-minute summary by Casual GAN Papers) | reddit.com/r/MachineLearning | 2021-11-17
nah, it is really simple. here is the code https://github.com/lucidrains/vit-pytorch/blob/main/vit_pytorch/mae.py
Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!Project mention: A bot is livestreaming. Clearly Blizzard doesn't care. | reddit.com/r/Diablo | 2021-10-25
You don't need a whole team nowadays. Amazon has services that let you train your own neural nets with a little bit of knowledge. Then there are tools like SerpentAI that let your AI interface with games (don't know if it works with Blizzard games, but it works with Steam).
Synthesizing and manipulating 2048x1024 images with conditional GANsProject mention: [P] I made FaceShop! Instance segmentation + CGAN for editing faces (badly) | reddit.com/r/MachineLearning | 2021-09-25
Pix2PixHD (from DeepSIM)
Open Source Differentiable Computer Vision LibraryProject mention: Preprocessing for NN on GPU | reddit.com/r/computervision | 2021-10-04
Real-Time High-Resolution Background MattingProject mention: [D] AI Background Removal: a quick comparison between RVM & BGMv2 | reddit.com/r/MachineLearning | 2021-10-10
Image processing in PythonProject mention: Image Processing is Easier than you Thought! (Getting started with Python Pillow) | dev.to | 2021-10-13
Python is a general-purpose programming language that provides many image processing libraries for adding image processing capabilities to digital images. Some of the most common image processing libraries in Python are OpenCV, Python Imaging Library (PIL), Scikit-image etc.
Robust Video Matting in PyTorch, TensorFlow, TensorFlow.js, ONNX, CoreML!Project mention: [D] AI Background Removal: a quick comparison between RVM & BGMv2 | reddit.com/r/MachineLearning | 2021-10-10
SenseTime Research platform for single object tracking, implementing algorithms like SiamRPN and SiamMask.Project mention: [P] Object Detection with rotated bounding boxes | reddit.com/r/MachineLearning | 2021-01-25
SiamMask has pretty good rotated bbox code you can take a look at. https://github.com/STVIR/pysot
😎 Finding duplicate images made easy!Project mention: How to remove duplicate images from your dataset (Also CIFAR-100 has issues) | reddit.com/r/computervision | 2021-02-01
I had used phash to find the duplicate images. The hashing algorithm is ingenious...And it was able to find duplicates (and thus remove) efficiently imagededub has perceptual hashing.
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.Project mention: [D] Similar Image Retrieval | reddit.com/r/MachineLearning | 2021-06-23
This repo provides the tools and examples needed to build such a model: https://github.com/KevinMusgrave/pytorch-metric-learning
Python Computer Vision related posts
Hey, I'm trying to find some materials about object detection in Pytorch but I'm having a hard time finding it.
2 projects | reddit.com/r/pytorch | 26 Nov 2021
Still can't get gyroflow to stabilize footages from Hawkeye
1 project | reddit.com/r/fpv | 22 Nov 2021
What are the free and open source map splicing software?
2 projects | reddit.com/r/aerialphotography | 21 Nov 2021
[D] Surprisingly Simple SOTA Self-Supervised Pretraining - Masked Autoencoders Are Scalable Vision Learners by Kaiming He et al. explained (5-minute summary by Casual GAN Papers)
1 project | reddit.com/r/MachineLearning | 17 Nov 2021
any free / public AI photo search apps with object recognition?
2 projects | reddit.com/r/ArtificialInteligence | 16 Nov 2021
Add camera to cameradatabase
1 project | reddit.com/r/Meshroom | 11 Nov 2021
[Question] Best approach for Optical Character recognition on large (20MB+) photos?
1 project | reddit.com/r/opencv | 10 Nov 2021
What are some of the best open-source Computer Vision projects in Python? This list will help you:
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