FWF - FAME - Fully Automatic MRI-based Age Estimation of Adolescents

Bischof, Horst (Co-Investigator (CoI))
Urschler, Martin, (Co-Investigator (CoI))

Institute of Computer Graphics and Vision (7100)

Project: Research project

Description

Age estimation of children and young adolescents is an important topic in both clinical and forensic
medicine. Clinical interest traditionally focuses on applications in endocrinology and orthopedics for
treatment and surgical intervention planning in children with growth disorders. Together with modern medical image analysis techniques, a fully automated, radiation free age estimation procedure is possible using Magnetic Resonce Tomography data, promising objective, repeatable results and improved estimation accuracy, which determines the project hypothesis of FAME.

Status	Finished
Effective start/end date	1/07/15 → 31/12/18

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Research Outputs

Colon gland segmentation with deep convolutional neural networks and total variation segmentation

Research output: Contribution to conference › Abstract › Research › peer-review

Volumetric Reconstruction from a Limited Number of Digitally Reconstructed Radiographs Using CNNs

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest

Research output: Contribution to journal › Article › Research › peer-review

What automated age estimation of hand and wrist MRI data tells us about skeletal maturation in male adolescents

Research output: Contribution to journal › Article › Research › peer-review

Was die automatische Altersschätzung von Hand MRT Daten über die skeletale Reifung in männlichen Jugendlichen erzählt

Research output: Contribution to conference › Abstract › Research › peer-review

Forensic age estimation by morphometric analysis of the manubrium from 3D MR images

Research output: Contribution to journal › Article › Research › peer-review

Multi-label Whole Heart Segmentation using Anatomical Label Configurations and CNNs

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Skeletal age estimation using shape variations of the manubrium in MR images

Research output: Contribution to conference › Abstract › Research › peer-review

Automated integer programming based separation of arteries and veins from thoracic CT images

Research output: Contribution to journal › Article › Research › peer-review

From Individual Hand Bone Age Estimates to Fully Automated Age Estimation via Learning-Based Information Fusion

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Reducing acquisition time for MRI-based forensic age estimation

Research output: Contribution to journal › Article › Research › peer-review

Integrating geometric configuration and appearance information into a unified framework for anatomical landmark localization

Research output: Contribution to journal › Article › Research › peer-review

Simultaneous Multi-Person Detection and Single-Person Pose Estimation With a Single Heatmap Regression Network

Research output: Contribution to conference › Abstract › Research › peer-review

Regressing Heatmaps for Multiple Landmark Localization Using CNNs

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

Multi-label Whole Heart Segmentation Using CNNs and Anatomical Label Configurations

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Acceleration of MR Measurements for Age Estimation

Research output: Contribution to conference › Abstract › Research › peer-review

Multi-factorial age estimation from skeletal and dental MRI volumes

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Automatic localization of locally similar structures based on the scale-widening random regression forest

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Altersschätzung im Strafverfahren?!

Research output: Contribution to journal › Article › Research › peer-review

The constitutional conformity of age estimation in the Austrian Foreign and Immigration Law

Research output: Contribution to conference › Abstract › Research › peer-review

Automatic third molar localization from 3D MRI using random regression forests

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest

Research output: Contribution to journal › Article › Research

Age estimation using MR imaging of the third molar teeth and the medial clavicular epiphysis: Validation of a multifactorial approach

Research output: Contribution to conference › Abstract › Research › peer-review

Learning-based Information Fusion for Fully Automatic MRI Age Estimation

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Accuracy of age estimation based on undersampled MR images of the hand

Research output: Contribution to conference › Abstract › Research › peer-review

Instance segmentation and tracking with cosine embeddings and recurrent hourglass networks

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Generative Adversarial Network based Synthesis for Supervised Medical Image Segmentation

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Automated Multi-Factorial Age Estimation from Skeletal and Dental MRI Volumes based on Deep Learning

Research output: Contribution to conference › Abstract › Research › peer-review

Bone age determination from adolescence to young adulthood by investigating the sternoclavicular joint in MRI

Research output: Contribution to conference › Abstract › Research › peer-review

Rechtliche Rahmenbedingungen der forensischen Altersdiagnostik im österreichischen Asyl- und Fremdenrecht

Research output: Contribution to conference › Abstract › Research › peer-review

Fortschritte bei der automatisierten Altersschätzung Jugendlicher aus MRT Daten der linken Hand

Research output: Contribution to conference › Abstract › Research › peer-review

Automated Age Estimation from Hand MRI Volumes Using Deep Learning

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

Automatic intervertebral disc localization and segmentation in 3D MR images based on regression forests and active contours

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

From Local to Global Random Regression Forests: Exploring Anatomical Landmark Localization

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review

Forensische Altersdiagnostik mit Fokus auf den Lebenden

Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research

Automatic Intervertebral Disc Localization and Segmentation in 3D MR Images based on Regression Forests and Active Contours

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Anatomical landmark detection in medical applications driven by synthetic data

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Automatic Age Estimation and Majority Age Classification from Multi-Factorial MRI Data

Research output: Contribution to journal › Article › Research › peer-review

Segmentation and classification of colon glands with deep convolutional neural networks and total variation regularization

Research output: Contribution to journal › Article › Research › peer-review

FWF - FAME - Fully Automatic MRI-based Age Estimation of Adolescents

Description

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