SYSTEM AND METHOD FOR WHOLE BODY LANDMARK DETECTION, SEGMENTATION AND CHANGE QUANTIFICATION IN DIGITAL IMAGES
Patent №
US 7,876,938
Granted
2011-01-25
Filed 2006
Owner
SIEMENS MEDICAL SOLUTIONS USA, INC.
Lab
—
AI components
2
ml · vision
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
11542477
A method for segmenting digitized images includes providing a training set comprising a plurality of digitized whole-body images, providing labels on anatomical landmarks in each image of said training set, aligning each said training set image, generating positive and negative training examples for each landmark by cropping the aligned training volumes into one or more cropping windows of different spatial scales, and using said positive and negative examples to train a detector for each landmark at one or more spatial scales ranging from a coarse resolution to a fine resolution, wherein the spatial relationship between a cropping windows of a coarse resolution detector and a fine resolution detector is recorded.
AI classification
Ownership
SIEMENS MEDICAL SOLUTIONS USA, INC.
assignment · 189050181
Assignors
HUANG, XIAOLEI, ZHOU, XIANG, JEREBKO, ANNA, KRISHNAN, ARUN, GUAN, HAIYING, KUBOTA, TOSHIRO, POTESIL, VACLAV
On an employer assignment, the assignors are typically the inventors.