TrainingPhantoms.jl: simple and versatile image phantom generation

Large collections of labeled data play a crucial role in supervised machine learning projects. Unfortunately, such datasets are quite rare in the medical domain. In this work, the Julia project TrainingPhantoms.jl is introduced, which provides a simple interface to generate large and diverse collections of randomly generated image phantoms. The proposed phantom generator has been successfully used to train an image quality enhancement network that managed to generalize to unseen experimental out-of-distribution data.

Publication Details

Journal
TUHH Open Research
Published
2025-03-14
DOI
https://doi.org/10.15480/882.15067
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
0.00
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article

TrainingPhantoms.jl: simple and versatile image phantom generation

TUHH Open Research
AI in cancer detection
article

TrainingPhantoms.jl: simple and versatile image phantom generation

article en

Abstract

Large collections of labeled data play a crucial role in supervised machine learning projects. Unfortunately, such datasets are quite rare in the medical domain. In this work, the Julia project TrainingPhantoms.jl is introduced, which provides a simple interface to generate large and diverse collections of randomly generated image phantoms. The proposed phantom generator has been successfully used to train an image quality enhancement network that managed to generalize to unseen experimental out-of-distribution data.

TUHH Open Research
Industry, innovation and infrastructure
Openalex Percentile: Top 78%
AI in cancer detection
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TrainingPhantoms.jl: simple and versatile image phantom generation · TUHH Open Research (2025) | TGRS Research Map | TGRS