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arjunrajlaboratory / DeepTile

Large image tiling and stitching library for scaling Python functions to arbitrary input image sizes.
MIT License
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DeepTile

Large image tiling and stitching library for scaling Python functions to arbitrary input image sizes.

General

DeepTile provides a standardized workflow for splitting large images into tiles of a specified size, processing tiles using regular Python functions, and stitching the processed tiles. DeepTile supports batch processing specifically designed for deep learning algorithms, featuring automatic padding and mini-batch generation.

Installation

Install DeepTile from PyPI.

pip install deeptile

Usage

See notebooks for examples of DeepTile usage for both TIFF and ND2 files.