TIO-IKIM
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medical_image_deidentification
medical_image_deidentification PublicDe-Identification of Medical Imaging Data: A Comprehensive Tool for Ensuring Patient Privacy
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Repositories
- STM Public
- shape-demographics-capi Public
What does female pelvic organ shape encode? Uterine corpus shape predicts age (R²=0.14, size-dominated, not fibroids). Ovarian/uterine shape detects endometriomas within a site, but pooled cross-validation hides a site-label confound. Inter-rater analysis shows scale-free shape is more robust than size. Code + reproducible pipeline.
- shape-mi-demographics Public
How much can organ shape alone reveal? Using 1,228 whole-body CTs (16 organs, intensity discarded), we predict sex (AUC 0.87), age (MAE 9.3 yr), and show shape is near-unique per person. Hip bones carry the strongest signal. Shape outperforms intensity for sex — the signal is geometric. Code + reproducible pipeline.
- kspace-breast-seg Public
Hybrid k-space-to-image deep learning for breast cancer lesion segmentation directly from acquired MRI k-space.
- AIANO Public
- medical_image_deidentification Public
De-Identification of Medical Imaging Data: A Comprehensive Tool for Ensuring Patient Privacy
- kViT Public
Complex-valued Vision Transformer designed for efficient MRI classification directly from raw k-Space data using physics-informed radial patching
- AMD_SemSeg Public
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