The canon for pixel data topology. A cross-language specification to define the logical layout of images.
Project description
Pixel-Canon
The canon for pixel data topology. A cross-language specification to define the logical layout of images (axis order, orientation, and memory order).
Pixel-Canon is a cross-language project aimed at solving a common and frustrating problem in computer vision, image processing, and machine learning: the ambiguity of image data layouts. When you receive an N-dimensional array, what do the axes mean? Is it (Height, Width, Channels) or (Channels, Height, Width)? Does the Y-axis point up or down? Are the data stored in C-style (row-major) or Fortran-style (column-major) order?
This project provides a simple, declarative specification and a set of tools to describe this information explicitly, eliminating guesswork and making data pipelines more robust and reliable.
Core Concepts
The specification is built on a few core components:
ImageAxis: The name of an axis (e.g.,WIDTH,HEIGHT,CHANNELS).AxisDirection: The orientation of an axis (e.g.,UP,DOWN,LEFT,RIGHT).MemoryOrder: The physical layout in memory (ROW_MAJORorCOLUMN_MAJOR).ChannelFormat: The semantic order of channels (RGB,BGR,RGBA).ImageLayout: A composite object that combines all of the above to provide a complete, unambiguous description.
The Specification
The formal specification, which all language-specific implementations must adhere to, can be found here:
Implementations
- Python (In Progress)
- Other languages to be added.
License
This project is licensed under the MIT License. See the LICENSE file for details.
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