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PyPI
pypi.org β€Ί project β€Ί opencv-python
opencv-python Β· PyPI
Clone this repository: git clone --recursive https://github.com/opencv/opencv-python.git ... you can use git to checkout some other version of OpenCV in the opencv and opencv_contrib submodules if needed
computer vision library
OpenCV (Open Source Computer Vision Library) is a library of programming functions mainly for real-time computer vision. Originally developed by Intel, it was later supported by Willow Garage, then Itseez (which was … Wikipedia
Factsheet
Original authors Intel, Willow Garage, Itseez
Release June 2000; 26 years ago
Stable release 5.0.0
/ 6 June 2026; 4 months ago
Factsheet
Original authors Intel, Willow Garage, Itseez
Release June 2000; 26 years ago
Stable release 5.0.0
/ 6 June 2026; 4 months ago
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OpenCV
opencv.org β€Ί home
OpenCV - Open Computer Vision Library
February 9, 2021 - OpenCV is a highly optimized library with focus on real-time applications. C++, Python and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
Discussions

Image Classification in OpenCV (Python) Based on Training Set - Stack Overflow
This is more of general "where do I find good resources to do something" question. I am attempting to use Python (OpenCV or otherwise) to classify images based on a training set. My training set:... More on stackoverflow.com
🌐 stackoverflow.com
I installed opencv with "pip install opencv-python" everything worked, but I can only import it in the command prompt!
making a virtual environment and putting all the packages in there that you need is a good way to minimize these errors More on reddit.com
🌐 r/learnprogramming
5
1
November 19, 2021
python - How do I install opencv using pip? - Stack Overflow
I need to install cv2 for a script that has been written for me. I tried pip install cv2 and pip install open_cv and got the same problem - a warning message from dist.py and complains about zlib ... More on stackoverflow.com
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Building OpenCV for an alternative python install - Python - OpenCV
I am trying to build opencv 4.5.5 from source for a python 3.10 install on an Ubuntu 20.04 machine. I have previously built and installed opencv on the same machine for python version 3.8 But when trying to build for python 3.10 the cmake generate step detects a wrong python version. More on forum.opencv.org
🌐 forum.opencv.org
0
May 2, 2022
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YouTube
youtube.com β€Ί watch
OpenCV Python Tutorial (2020) For Beginners 2: How to stack/combine images together - YouTube
In this video on OpenCV Python Tutorial (2020) For Beginners 2: Image Stacking and combination, I am going to show you how to stack many images into one sing...
Published: April 28, 2020
Top answer
1 of 3
7

I have worked on the problem of image classification using Bag of features (BoF)and SVM. I did it using C++ and OpenCV but I am sure that you can get similar methods for python too.

Concept:

Create BoF Dictionary:

  1. Take one image from your training samples.
  2. Extract SIFT keypoints
  3. Extract SIFT descriptors
  4. Use k-means clustering to cluster the descriptors
  5. Create BoF dictionary (Refer the link which I have mentioned below)

Training:

  1. Load your BoF dictionary
  2. Initialize your BoF instance with the above BoF dictionary
  3. Take one image from your training samples.
  4. Extract SIFT keypoints
  5. Find BoF descriptors for the extracted keypoints.
  6. Use this BoF descriptor for the SVM learning
  7. Do the above steps for all the training images
  8. You will get a SVM classifier files in .xml form...save it

Testing:

  1. Load your SVM classifier
  2. Initialize your SVM classifier with the .xml file which your created above
  3. Capture image
  4. Find BoF descriptor for the captured image using your dictionary
  5. Use those BoF descriptor to classify it using SVM

You can refer this article

2 of 3
1

You can try building a model by uploading your training data (Defective, Not Defective) to demo.nanonets.ai (free to use)

1) Upload your training data here:

demo.nanonets.ai

2) Then query the API using the following (Python Code):

import requests
import json
import urllib
model_name = "Enter-Your-Model-Name-Here"
url = "http://anzalonelawcolorado.com/wp-content/uploads/2013/10/product.jpg"
files = {'uploadfile': urllib.urlopen(url).read()}
url = "http://demo.nanonets.ai/classify/?appId="+model_name
r = requests.post(url, files=files)
print json.loads(r.content)

3) the response looks like:

{
  "message": "Model trained",
  "result": [
    {
      "label": "Defective",
      "probability": 0.97
    },
    {
      "label": "Not Defective",
      "probability": 0.03
    }
  ]
}
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OpenCV
docs.opencv.org β€Ί 4.13.0 β€Ί d6 β€Ί d00 β€Ί tutorial_py_root.html
OpenCV: OpenCV-Python Tutorials
In this section you will learn different image processing functions inside OpenCV.
Find elsewhere
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OpenCV
forum.opencv.org β€Ί python
Building OpenCV for an alternative python install - Python - OpenCV
May 2, 2022 - I am trying to build opencv 4.5.5 from source for a python 3.10 install on an Ubuntu 20.04 machine. I have previously built and installed opencv on the same machine for python version 3.8 But when trying to build for python 3.10 the cmake generate step detects a wrong python version.
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GeeksforGeeks
geeksforgeeks.org β€Ί python β€Ί opencv-python-tutorial
OpenCV Tutorial in Python - GeeksforGeeks
OpenCV (Open Source Computer Vision Library) is an open-source computer vision and machine learning library. It allows us to process images and videos, detect objects, faces and even handwriting.
Published: July 12, 2025
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GitHub
github.com β€Ί opencv β€Ί opencv
GitHub - opencv/opencv: Open Source Computer Vision Library Β· GitHub
Open Source Computer Vision Library. Contribute to opencv/opencv development by creating an account on GitHub.
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YouTube
youtube.com β€Ί watch
OpenCV Python Images Intro
To learn more, please visit the YouTube Help Center: https://www.youtube.com/help
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OpenCV
opencv.org β€Ί home β€Ί get started
Get Started - OpenCV
December 18, 2025 - Official OpenCV Certification 14 Modules Videos Quizzes 3Hrs Content Colab Notebooks What’s covered in this course? Getting Started With Images Basic Image Manipulation Image Annotation Image Enhancement Accessing the Camera Video Writing Image Filtering Image Features and Alignment Panorama HDR Object Tracking Face Detection TensorFlow Object Detection Pose Estimation using OpenPose Tool Kit Testimonials The […]
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Reddit
reddit.com β€Ί r/python β€Ί i have made a tutorial to effortlessly & rapidly setup opencv-python. this works on a computer running windows os.
r/Python on Reddit: I have made a tutorial to effortlessly & rapidly setup OpenCV-Python. This works on a computer running Windows OS.
May 25, 2018 - How can I install Open CV for Python? ... in Python 2026? r/Python β€’ Β· upvotes Β· Β· comments Β· A minimal, framework-free AI Agent built from scratch in pure Python Β·...
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GitHub
github.com β€Ί opencv β€Ί opencv-python β€Ί releases
Releases Β· opencv/opencv-python
Automated CI toolchain to produce precompiled opencv-python, opencv-python-headless, opencv-contrib-python and opencv-contrib-python-headless packages. - Releases Β· opencv/opencv-python
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YouTube
youtube.com β€Ί watch
How to create a Timelapse with OpenCV and Python // OpenCV PYTHON Tutorial #7 - YouTube
OpenCV Python TUTORIAL #7: How to Create a Timelapse using OpenCV and PythonCasey Neistat's video: https://youtu.be/MpVfH5QDbPoPlaylist: https://www.youtube....
Published: April 17, 2018
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OpenCV
docs.opencv.org β€Ί 5.0
OpenCV documentation β€” OpenCV Tutorials
C++17 is now the minimum required standard, Python 2 support has been dropped (Python 3.6+ is required), and the legacy C API has been fully removed.
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YouTube
youtube.com β€Ί sam westby tech
What is OpenCV? - Python Beginners Tutorial #1 - YouTube
This video introduces you to OpenCV for Python. You will learn about OpenCV, some history, possible applications, and finally some basic commands. This is th...
Published: September 26, 2022
Views: 7K
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McNeel Forum
discourse.mcneel.com β€Ί scripting
Opencv in Python scripts? - Scripting - McNeel Forum
September 3, 2015 - Hello, the opencv library has some intersting features that can be useful for a Rhino's user. (photogrammetry , 3d geometry reconstruction, pose estimation etc.). I know that some wrapper for ironpython exist. Has some…
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Wikipedia
en.wikipedia.org β€Ί wiki β€Ί OpenCV
OpenCV - Wikipedia
August 6, 2026 - OpenCV is written in the programming language C++, as is its primary interface. There are language bindings in Python, Java, and MATLAB/Octave. The application programming interface (API) for these interfaces can be found in the online documentation. Wrapper libraries in several languages have ...