Top 23 Python Image processing Projects
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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.
Project mention: [Question] Best approach for Optical Character recognition on large (20MB+) photos? | reddit.com/r/opencv | 2021-11-10Try easyocr or Tesseract. Both are pretty easy to use and don't need much background in OpenCV.
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albumentations
Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
Project mention: Data augmentation strategies for object detection? Could you point me to good resources or best practices you know of? | reddit.com/r/computervision | 2021-10-30You can definitely look at Albumentation - we had a ton of success working with this library https://github.com/albumentations-team/albumentations
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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https://python-pillow.org/ Python Imaging Library. great for processing images.
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google-images-download
Python Script to download hundreds of images from 'Google Images'. It is a ready-to-run code!
Project mention: Yararlı olabilecek Github Python repoları | reddit.com/r/AtaturkKutuphanesi | 2021-10-13 -
Project mention: What programs exist to help with getting consistent colour themes across multiple programs? | reddit.com/r/commandline | 2021-12-30
pywal
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Hmm, same, now that I got to my computer. What version of python are you running? This github issue suggestes that 3.9 may fix it. Also, do you have Tessaract (not pytessaract) and Ghostscript installed?
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SonarLint
Deliver Cleaner and Safer Code - Right in Your IDE of Choice!. SonarLint is a free and open source IDE extension that identifies and catches bugs and vulnerabilities as you code, directly in the IDE. Install from your favorite IDE marketplace today.
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You could also use qubvel's segmentation models if you would like to explore semantic segmentation.
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Scikit-image The Scikit-image library is a collection of image processing algorithms that are designed to be easy to use and understand. It includes algorithms for common tasks like edge detection, feature extraction, and image restoration. If you are just starting out in image processing, then this is a good library to check out!
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Activeloop Hub
Dataset format for AI. Build, manage, & visualize datasets for deep learning. Stream data real-time to PyTorch/TensorFlow & version-control it. https://activeloop.ai (by activeloopai)
Project mention: The hand-picked selection of the best Python libraries released in 2021 | reddit.com/r/Python | 2021-12-21Hub.
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image-super-resolution
🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.
Project mention: [P] Tutorial on using image super-resolution without Photoshop | reddit.com/r/learnmachinelearning | 2021-12-11 -
SimpleCV - SimpleCV is a framework for Open Source Machine Vision, using OpenCV and the Python programming language. It provides a concise, readable interface for cameras, image manipulation, feature extraction, and format conversion. Our mission is to give casual users a comprehensive interface for basic machine vision functions and an elegant programming interface for advanced users.
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there is this software writed in python https://github.com/danielgatis/rembg
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pdftabextract
A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
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geemap
A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and ipywidgets.
Good place to start is: https://geemap.org/
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PySceneDetect
:movie_camera: Python and OpenCV-based scene cut/transition detection program & library.
Project mention: Auto-splitter when an area on the screen changes | reddit.com/r/moviepy | 2021-12-26I do this using pyscenedetect. It is a command line tool that also has python bindings you can use so that it can all be scripted. For your use-case in which it is color based scene transitions, you would want to use the content detector. It can not only detect your scene transitions, but can also use a tool like mkvmerge to split the video into individual scenes. I personally use this to detect scene transitions and then use moviepy to annotate over the top of the video using text clips all in a single script.
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Pywavelets is open sourced under the MIT license. If you are curious about the way a function is implemented, you can look the implementation on GitHub.
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I've used this before for SSIM it worked pretty well, just remember it's a similarity measure when you're calculating your loss.
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Btw, I am looking into AI-based text OCR/removal/replacement software for faster TS, similar to this. Any recommendations, plz let me know. Thanks.
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Project mention: imgp v2.8 - high-performance cli batch image resizer and rotator maintenance release! | reddit.com/r/commandline | 2021-12-01
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Project mention: How to write a resume for python / ML jobs? | reddit.com/r/learnmachinelearning | 2021-02-06
my most useful project is yolo object detector implementation in tf2 and I'm currently working on 2 other projects, one of which is the implementation of various drl algorithms in tf and the other project will be based on the latter and it's concerned with trading. The rest are more of scripts rather than projects ex: web scraping, file management, programming challenges ...
Python Image processing related posts
- Show HN: Bulk convert images online without sending to server
- Software for reading PDF files that don't let you use CTRL + F?
- Software for reading PDF files that don't let you use CTRL + F?
- The usefulness of removing backgrounds
- Rickroll using rickroll
- What programs exist to help with getting consistent colour themes across multiple programs?
- NEED HELP: run rofi with theme generated by pywal
Index
What are some of the best open-source Image processing projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | EasyOCR | 13,626 |
| 2 | albumentations | 9,536 |
| 3 | pillow | 9,387 |
| 4 | google-images-download | 7,855 |
| 5 | pywal | 5,997 |
| 6 | OCRmyPDF | 5,802 |
| 7 | Kornia | 5,747 |
| 8 | segmentation_models.pytorch | 4,752 |
| 9 | scikit-image | 4,738 |
| 10 | Activeloop Hub | 4,220 |
| 11 | image-super-resolution | 3,368 |
| 12 | SimpleCV | 2,524 |
| 13 | rembg | 2,163 |
| 14 | pdftabextract | 1,968 |
| 15 | geemap | 1,621 |
| 16 | PySceneDetect | 1,491 |
| 17 | pywt | 1,332 |
| 18 | pytorch-ssim | 1,327 |
| 19 | pytorch-lightning-bolts | 1,217 |
| 20 | PyMatting | 1,114 |
| 21 | SickZil-Machine | 1,068 |
| 22 | imgp | 852 |
| 23 | yolo-tf2 | 730 |
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