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Convolutional Neural Networks for Organ Segmentation

Abstract: Accurate automated organ and disease feature segmentation is a challenge for medical imaging analysis. The pancreas, for example, is a small, soft, organ with low uniformity of shape and volume between patients. Because of the lack of uniform image patterns, there are few features that can be used to aid in automated identification of anatomy...

Published: 4/8/2024 | Inventor(s): Holger Roth, Le Lu, Adam Harrison, Ronald Summers

Keywords(s): Computer Assisted Diagnostics, Computer Vision, Deep Learning, HNN, Holistically-Nested Convolutional Neural Network, Medical Imaging Informatics, National Institutes of Health Clinical Center, NIHCC

Category(s): Application > Software / Apps, Collaboration Sought > Licensing, Collaboration Sought > Collaboration

Convolutional Neural Networks for Organ Segmentation

Published: 4/8/2024 | Inventor(s): Le Lu, Holger Roth, Isabelle-Emmanu Nogues, Ronald Summers, Xiaosong Wang

Category(s): Application > Software / Apps, Collaboration Sought > Licensing

Method and System of Building Hospital-Scale Medical Image Database

Abstract: Developing computer systems that can recognize and locate image features associated with disease is a challenge for developing fully-automated and high precision computer assisted diagnostics. Joint learning of language tasks in association with vision tasks (association of image features with text annotation) adds an additional level of challenge. ...

Published: 4/8/2024 | Inventor(s): Xiaosong Wang, Yifan Peng, Le Lu, Zhiyong Lu, Ronald Summers

Keywords(s): Computer Assisted Diagnostics, Computer Vision, Deep Learning, Medical Imaging Informatics, National Institutes of Health Clinical Center, NIHCC, PACS, Picture Archiving and Communication Systems

Category(s): Collaboration Sought > Licensing, Application > Software / Apps