Parallelization and heterogeneous computing: from pure CPU to GPU-accelerated image processing
A lecture about challenges and solutions for GPU-accelerating bio-image analysis workflows and running them in the cloud.
A lecture about challenges and solutions for GPU-accelerating bio-image analysis workflows and running them in the cloud.
Fractal is a framework to process high-content imaging data at scale and prepare it for interactive visualization. Fractal provides distributed workflows that convert TBs of image data into OME-Zarr files. The platform then processes the 3D image data by applying tasks like illumination correction, maximum intensity projection, 3D segmentation using cellpose and measurements using napari workflows. The pyramidal OME-Zarr files enable interactive visualization in the napari viewer.
These slides are from an early demo of Fractal in November 2022
This open access textbook aims at providing detailed explanations on how to design and construct image analysis workflows to successfully conduct bioimage analysis.