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.

Machine learningVisionG06T 7/174G06T 7/155G06T 7/33G06T 7/38G06T 2207/10072G06T 2207/20016G06T 2207/20081G06T 2207/20164+2 more

AI classification

Vision1.00
Machine learning1.00
AI hardware0.33
Knowledge representation0.28
Natural language0.05
Planning0.03
Speech0.00
Evolutionary computation0.00

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.

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