EP 3791310 A1 20210317 - SYSTEMS AND METHODS FOR PRE-PROCESSING ANATOMICAL IMAGES FOR FEEDING INTO A CLASSIFICATION NEURAL NETWORK
Title (en)
SYSTEMS AND METHODS FOR PRE-PROCESSING ANATOMICAL IMAGES FOR FEEDING INTO A CLASSIFICATION NEURAL NETWORK
Title (de)
SYSTEME UND VERFAHREN ZUR VORVERARBEITUNG ANATOMISCHER BILDER ZUR EINFÜHRUNG IN EIN NEURONALES KLASSIFIZIERUNGSNETZ
Title (fr)
SYSTÈMES ET PROCÉDÉS DE PRÉTRAITEMENT D'IMAGES ANATOMIQUES POUR INTRODUCTION DANS UN RÉSEAU NEURONAL DE CLASSIFICATION
Publication
Application
Priority
- US 201815972912 A 20180507
- US 201916269619 A 20190207
- US 201916269633 A 20190207
- IB 2019053726 W 20190507
Abstract (en)
[origin: EP3567525A1] There is provided a method comprising: providing two anatomical images 104 of a target individual, each captured at a unique orientation of the target individual, inputting first and second anatomical images respectively into a first and second convolutional neural network (CNN) of a classifier to respectively output first and second feature vectors, inputting a concatenation of the first and second feature vectors into a fully connected layer of the classifier 110, and computing an indication of distinct visual finding(s) 112 present in the anatomical images by the fully connected layer, wherein the statistical classifier is trained on a training dataset including two anatomical images of each respective sample individual, each image captured at a respective unique orientation of the target individual, and a tag created based on an analysis that maps respective individual sentences of a text based radiology report to one of multiple indications of visual findings.
CPC (source: EP US)
G06F 18/256 (2023.01 - EP US); G06V 10/454 (2022.01 - EP US); G06V 2201/03 (2022.01 - EP)
Designated contracting state (EPC)
AL AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MK MT NL NO PL PT RO RS SE SI SK SM TR
Designated extension state (EPC)
BA ME
DOCDB simple family (publication)
EP 3567525 A1 20191113; DE 202019005911 U1 20230419; EP 3791310 A1 20210317; EP 3791310 A4 20220330; EP 3791325 A1 20210317; EP 3791325 A4 20220413; JP 2019195627 A 20191114; WO 2019215604 A1 20191114; WO 2019215605 A1 20191114; WO 2019215606 A1 20191114
DOCDB simple family (application)
EP 19173136 A 20190507; DE 202019005911 U 20190507; EP 19800738 A 20190507; EP 19800865 A 20190507; IB 2019053724 W 20190507; IB 2019053725 W 20190507; IB 2019053726 W 20190507; JP 2019087284 A 20190507