Algorithms

We have made several machine learning algorithms available that you can try out by uploading your own anonymised medical imaging data. Please contact us if you would like to make your own algorithm available here.

34 algorithms found

KiTS19-Based Automatic RENAL Scoring Logo
KiTS19-Based Automatic RENAL Scoring

An algorithm to compute the RENAL score based on segmented CT imaging following the KiTS19 class definitions

Lobe-Wise Lung Function Estimation from CT Logo
Lobe-Wise Lung Function Estimation from CT

Produces patient-level and lobe-level estimates of DLCO and of FEV1 and FVC pre- and post-bronchodilator

Vertebral Abnormality Scoring Logo
Vertebral Abnormality Scoring

Score from 0 to 100 that expresses how abnormal the shape of a vertebra is

Vertebral Fracture Assessment Logo
Vertebral Fracture Assessment

A neural network that assesses vertebral fractures according to the Genant classification

Hip segmentation in CT Logo
Hip segmentation in CT

Segments the left and right hip bones in CT images

Body composition Logo
Body composition

Locates L3 in a CT scan and measures the area of subcutaneous, visceral, and intermuscular adipose tissue and smooth muscle. The average Hounsfield Units of each area are also computed.

Colon Tissue segmentation Logo
Colon Tissue segmentation

Tissue segmentation network for colon histopathology images

corrField Logo
corrField

Correspondence fields for large motion image registration

Automated PASI scoring Logo
Automated PASI scoring

The algorithm outputs PASI severity subscores at an anatomical region level

Whole-heart segmentation in non-contrast-enhanced CT Logo
Whole-heart segmentation in non-contrast-enhanced CT

Algorithm for the automatic segmentation of cardiac structures in non-contrast-enhanced CT images. The structures to be segmented are the left ventricular myocardium, left ventricular cavity, right ventricle, left atrium, right atrium, ascending aorta, and the pulmonary artery trunk until the first bifurcation. The underlying publication can be found under https://doi.org/10.1002/mp.14451

Deep-Learning-Based CT Lung Registration Logo
Deep-Learning-Based CT Lung Registration

Clinically Significant Prostate Cancer Detection in bpMRI Logo
Clinically Significant Prostate Cancer Detection in bpMRI

Deep learning-based 3D detection/diagnosis model trained, validated and tested using 2732 prostate biparametric MRI (bpMRI) exams.

Quality assessment of whole-slide images through artifact detection Logo
Quality assessment of whole-slide images through artifact detection

Quality scoring with artifact detection in whole slide images; out-of-focus, tissue folds, ink, dust, pen mark, and air bubbles.

Calcium scoring in CT showing the heart Logo
Calcium scoring in CT showing the heart

Automatic quantification of calcifications in the three main coronary arteries (LAD, LCX, RCA) and the thoracic aorta in non-contrast CT scans.

Neural Image Compression Logo
Neural Image Compression

Compresses whole slide images into much smaller volumes

Femur segmentation in CT Logo
Femur segmentation in CT

Segments the left and right femur in CT images

HookNet-Lung Logo
HookNet-Lung

Segmentation algorithm for histopathology lung tissue.

Fluid Segmentation in Retinal OCT Logo
Fluid Segmentation in Retinal OCT

Segments intraretinal fluid, subretinal fluid, and pigment epithelial detachments in OCT scans. Optimized for Spectralis, Cirrus and Topcon scanners.

Lung cancer risk estimation on thorax CT scans - DSB2017 JulianDaniel Logo
Lung cancer risk estimation on thorax CT scans - DSB2017 JulianDaniel

Automatic lung cancer risk estimation from thoracic CT scans

Lung Cancer Segmentation Logo
Lung Cancer Segmentation

Lung cancer segmentation in H&E stained histopathological images.

HookNet-Breast Logo
HookNet-Breast

Segmentation algorithm for histopathology breast tissue.

Pulmonary Nodule Malignancy Prediction Logo
Pulmonary Nodule Malignancy Prediction

Deep Learning for Malignancy Risk Estimation of Low-Dose Screening CT Detected Pulmonary Nodules

CORADS-AI Logo
CORADS-AI

Segments pulmonary lobes and lesions and computes the CORADS and CT Severity Score from a non-contrast CT scan.

Scaphoid fracture detection Logo
Scaphoid fracture detection

Automatic detection of scaphoid fractures on hand, wrist, and scaphoid x-rays.

Pulmonary Lobe Segmentation Logo
Pulmonary Lobe Segmentation

Automatic segmentation of pulmonary lobes on CT scans for patients with COPD or COVID-19.

Calcium scoring Logo
Calcium scoring

Automatic detection of calcifications of the coronary arteries, the aorta and the aortic and mitral valves in chest CT scans.

Gleason Grading of Prostate Biopsies (non-normalized) Logo
Gleason Grading of Prostate Biopsies (non-normalized)

Automated Gleason grading of prostate biopsies following the Gleason Grade Group system. This version of the algorithm runs without data normalization.

Gleason Grading of Prostate Biopsies Logo
Gleason Grading of Prostate Biopsies

Automated Gleason grading of prostate biopsies following the Gleason Grade Group system.

CXR Cardiomegaly Detection Logo
CXR Cardiomegaly Detection

Detect cardiomegaly on chest radiographs through the segmentation of the heart and lungs .

Tissue-Background Segmentation Logo
Tissue-Background Segmentation

Tumor Detection in Lymph Nodes Logo
Tumor Detection in Lymph Nodes

Vertebra segmentation and labeling Logo
Vertebra segmentation and labeling

Segmentation and labeling of the vertebrae in CT scans with arbitrary field of view.

Spleen Segmentation Logo
Spleen Segmentation

Automatic spleen segmentation on thorax-abdomen CT scans.

Lung cancer risk estimation on thorax CT scans - DSB2017 grt123 Logo
Lung cancer risk estimation on thorax CT scans - DSB2017 grt123

Automatic lung cancer risk estimation from thoracic CT scans

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