Development and external validation of an MRI-based neural network for brain metastasis segmentation in the AURORA multicenter study

A deep convolutional neural network-based automatic detection of brain metastases with and without blood vessel suppression

(2022) Yoshitomo Kikuchi et al.   EUROPEAN RADIOLOGY

Deep-Learning-Based Automatic Detection and Segmentation of Brain Metastases with Small Volume for Stereotactic Ablative Radiotherapy

(2022) Sang Kyun Yoo et al.   Cancers

Stereotactic radiosurgery and radiotherapy for resected brain metastases: current pattern of care in the Radiosurgery and Stereotactic Radiotherapy Working Group of the German Association for Radiation Oncology (DEGRO)

(2022) S. Rogers et al.   STRAHLENTHERAPIE UND ONKOLOGIE

Automated Detection and Segmentation of Brain Metastases in Malignant Melanoma: Evaluation of a Dedicated Deep Learning Model

(2021) L. Pennig et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

(2021) Fernando Pérez-García et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Fully Automated MR Detection and Segmentation of Brain Metastases in Non‐small Cell Lung Cancer Using Deep Learning

(2021) Stephanie T. Jünger et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Improving Automated Glioma Segmentation in Routine Clinical Use Through Artificial Intelligence-Based Replacement of Missing Sequences With Synthetic Magnetic Resonance Imaging Scans

(2021) Marie Franziska Thomas et al.   INVESTIGATIVE RADIOLOGY

Use of radiomics for the prediction of local control of brain metastases after stereotactic radiosurgery

(2020) Andrei Mouraviev et al.   NEURO-ONCOLOGY

Deep‐Learning Detection of Cancer Metastases to the Brain on MRI

(2020) Min Zhang et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Deep convolutional neural networks for automated segmentation of brain metastases trained on clinical data

(2020) Khaled Bousabarah et al.   Radiation Oncology

Computer-aided Detection of Brain Metastases in T1-weighted MRI for Stereotactic Radiosurgery Using Deep Learning Single-Shot Detectors

(2020) Zijian Zhou et al.   RADIOLOGY

Magnetic resonance imaging for brain stereotactic radiotherapy

(2020) Florian Putz et al.   STRAHLENTHERAPIE UND ONKOLOGIE

Applications of radiomics and machine learning for radiotherapy of malignant brain tumors

(2020) Martin Kocher et al.   STRAHLENTHERAPIE UND ONKOLOGIE

Radiomics in radiation oncology—basics, methods, and limitations

(2020) Philipp Lohmann et al.   STRAHLENTHERAPIE UND ONKOLOGIE

MetNet: Computer-aided segmentation of brain metastases in post-contrast T1-weighted magnetic resonance imaging

(2020) Zijian Zhou et al.   RADIOTHERAPY AND ONCOLOGY

nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

(2020) Fabian Isensee et al.   NATURE METHODS

Deep learning enables automatic detection and segmentation of brain metastases on multisequence MRI

(2019) Endre Grøvik et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Automated brain extraction of multisequence MRI using artificial neural networks

(2019) Fabian Isensee et al.   HUMAN BRAIN MAPPING

Deep Learning Reveals Cancer Metastasis and Therapeutic Antibody Targeting in the Entire Body

(2019) Chenchen Pan et al.   CELL

Deep learning–based detection and segmentation-assisted management of brain metastases

(2019) Jie Xue et al.   NEURO-ONCOLOGY

U-Net: deep learning for cell counting, detection, and morphometry

(2018) Thorsten Falk et al.   NATURE METHODS

Radiomics of Brain MRI: Utility in Prediction of Metastatic Tumor Type

(2018) Helge C. Kniep et al.   RADIOLOGY

Diagnosis and treatment of brain metastases from solid tumors: guidelines from the European Association of Neuro-Oncology (EANO)

(2017) Riccardo Soffietti et al.   NEURO-ONCOLOGY

Current Clinical Brain Tumor Imaging

(2017) Javier E. Villanueva-Meyer et al.   NEUROSURGERY

Stereotactic radiosurgery for treatment of brain metastases

(2014) Martin Kocher et al.   STRAHLENTHERAPIE UND ONKOLOGIE

The SRI24 multichannel atlas of normal adult human brain structure

(2009) Torsten Rohlfing et al.   HUMAN BRAIN MAPPING