MMV_Im2Im: an open-source microscopy machine vision toolbox for image-to-image transformation.

ABSTRACT: Over the past decade, deep learning (DL) research in computer vision has been growing rapidly, with many advances in DL-based image analysis methods for biomedical problems. In this work, we introduce MMV_Im2Im, a new open-source Python package for image-to-image transformation in bioimaging applications. MMV_Im2Im is designed with a generic image-to-image transformation framework that can be used for a wide range of tasks, including semantic segmentation, instance segmentation, image restoration, image generation, and so on. Our implementation takes advantage of state-of-the-art machine learning engineering techniques, allowing researchers to focus on their research without worrying about engineering details. We demonstrate the effectiveness of MMV_Im2Im on more than 10 different biomedic

SUBMITTER: Sonneck J 

PROVIDER: S-EPMC10821710 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature