List of works - Konstantinos Kamnitsas

Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation

scientific article published on 22 December 2020

Anatomically Constrained Neural Networks (ACNNs): Application to Cardiac Image Enhancement and Segmentation

scientific article published on 26 September 2017

Big Data Approaches to Phenotyping Acute Ischemic Stroke Using Automated Lesion Segmentation of Multi-Center Magnetic Resonance Imaging Data

scientific article published on 10 June 2019

Deep neural network to locate and segment brain tumors outperformed the expert technicians who created the training data

scientific article published on 01 September 2020

DeepCut: Object Segmentation From Bounding Box Annotations Using Convolutional Neural Networks.

scientific article published on 9 November 2016

DeepMedic for Brain Tumor Segmentation

Domain Generalization via Model-Agnostic Learning of Semantic Features ⬇️

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation ⬇️

scientific article published on 29 October 2016

Ensemble of Convolutional Neural Networks Improves Automated Segmentation of Acute Ischemic Lesions Using Multiparametric Diffusion-Weighted MRI

scientific article published on 30 May 2019

Evaluating reinforcement learning agents for anatomical landmark detection

scientific article published on 14 February 2019

Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models

scientific article published on 06 January 2020

Fast Fully Automatic Segmentation of the Human Placenta from Motion Corrupted MRI

Fully automatic, multiorgan segmentation in normal whole body magnetic resonance imaging (MRI), using classification forests (CFs), convolutional neural networks (CNNs), and a multi-atlas (MA) approach

scientific article

ISLES 2015 - A public evaluation benchmark for ischemic stroke lesion segmentation from multispectral MRI.

scientific article published on 21 July 2016

Impact of antithrombotic agents on radiological lesion progression in acute traumatic brain injury: A CENTER-TBI propensity-matched cohort analysis

scientific article published on 20 April 2020

Multi-channel MRI segmentation of eye structures and tumors using patient-specific features

scientific article

Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study

scientific article published on 14 May 2020

NIMG-07. DEEP LEARNING DETECTS DIFFERENCES IN THE MRIs OF MALE AND FEMALE GLIOMAS

scientific article published on 5 November 2018

NIMG-23. DEEP LEARNING FOR ACCURATE, RAPID, FULLY AUTOMATIC MEASUREMENT OF BRAIN TUMOR-ASSOCIATED ABNORMALITY SEEN ON MRI

scholarly article by Joseph Mitchell et al published 5 November 2018 in Neuro-Oncology

Regional brain morphometry in patients with traumatic brain injury based on acute- and chronic-phase magnetic resonance imaging.

scientific article published on 28 November 2017

Relationship between Measures of Cerebrovascular Reactivity and Intracranial Lesion Progression in Acute Traumatic Brain Injury Patients: A CENTER-TBI Study

scientific article published on 01 April 2020

Reverse Classification Accuracy: Predicting Segmentation Performance in the Absence of Ground Truth.

scientific article published on 17 April 2017

SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan Planes in Freehand Ultrasound

scientific article published on 11 July 2017

Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty ⬇️

scientific article published in November 2020

Unsupervised Domain Adaptation in Brain Lesion Segmentation with Adversarial Networks

article published in 2017

List of works by Konstantinos Kamnitsas