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Diagram showing morphological operations like erosion and dilation applied to a binary image with structuring elements.
Python

Python OpenCV Morphology and Image Preprocessing

Clean binary masks, remove noise, and highlight structures with OpenCV morphology in Python. Covers erosion, dilation, opening, closing, gradient, top hat, and black hat.

OpenCVImage ProcessingMorphological OperationsComputer Vision
Diagram showing a grayscale image with a square and circle, a Canny edge map in the middle, and the same shapes outlined with colored contours on the right.
Python

Python OpenCV Canny Edge Detection and Contours

python opencv canny edge detection and contours: Learn how to apply Canny edge detection and extract contours with OpenCV in Python, including threshold tuning, contou...

OpenCVPythonComputer VisionEdge Detection
A city street photo split vertically with a sharp left half and a Gaussian-blurred right half, illustrating image filtering.
Python

Python OpenCV Blur: Gaussian Blur and Image Filtering

python opencv blur gaussian blur and image filtering: Apply box blur and Gaussian blur with OpenCV in Python. Understand kernel size, sigma, border handling, and when...

OpenCVGaussian blurimage filteringcomputer vision
Illustration of color to grayscale to binary threshold conversion using OpenCV.
Python

Python OpenCV: Color Conversion, Grayscale, and Thresholding

Convert images to grayscale and apply thresholding with OpenCV in Python. Covers fixed, Otsu, and adaptive thresholding.

OpenCVGrayscaleThresholdingImage Processing
Illustration of an image being resized, cropped, and rotated through an OpenCV pipeline in Python.
Python

Python OpenCV: Read, Write, Resize, Crop, and Rotate Images

A practical walkthrough of reading, writing, resizing, cropping, and rotating images with Python OpenCV, covering BGR order, interpolation choices, and memory behavior.

OpenCVimage processingPythoncomputer vision
Comparison of Python Pillow and OpenCV for image processing showing two distinct library approaches.
Python

Python Pillow vs OpenCV: Choosing the Right Image Library

python pillow vs opencv: Compare Python Pillow and OpenCV for image processing: API differences, performance behavior, and when to choose each library.

PillowOpenCVImage ProcessingComputer Vision
Diagram showing conversion between Pillow image, NumPy array, and bytes in Python
Python

Python Pillow NumPy and Bytes Conversion

python pillow numpy and bytes conversion: Learn how to convert between Pillow images, NumPy arrays, and raw bytes in Python, including mode, dtype, and memory consider...

PillowNumPyImage ProcessingBytesIO
Illustration of two overlapping images with a transparent layer being composited using Python Pillow
Python

Python Pillow: Combining Images with paste, blend, and alpha_composite

Learn how to combine images with Python Pillow using paste for placement, blend for cross-fades, and alpha_composite for per-pixel transparency.

Pillowimage processingimage compositionalpha blending
A 2x2 grid showing the same landscape photo in original color, grayscale, blurred, and sharpened versions to illustrate Pillow image filters.
Python

Python Pillow: Grayscale, Blur, Sharpen, and Image Filters

Use Pillow's ImageFilter module to convert images to grayscale, apply Gaussian or box blur, sharpen images, and run built-in edge-detection filters. Includes Python examples.

PillowImage ProcessingGrayscaleBlur
Diagram showing an RGBA image with a transparent checkerboard background and an alpha channel overlay.
Python

Python Pillow Transparency: Alpha and Background Handling

Learn how to handle alpha channels in Pillow: convert to RGBA, composite images, paste with masks, flatten transparency, and save with the correct format limitations.

Pillowimage processingalpha channeltransparency