Invention Application
- Patent Title: ARTIFICIAL INTELLIGENCE COREGISTRATION AND MARKER DETECTION, INCLUDING MACHINE LEARNING AND USING RESULTS THEREOF
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Application No.: US17761561Application Date: 2020-09-18
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Publication No.: US20220346885A1Publication Date: 2022-11-03
- Inventor: Mie Kunio , Markus Daniel Herrmann , Guillermo J. Tearney
- Applicant: Canon U.S.A., Inc. , The General Hospital Corporation
- Applicant Address: US NY Melville; US MA Boston
- Assignee: Canon U.S.A., Inc.,The General Hospital Corporation
- Current Assignee: Canon U.S.A., Inc.,The General Hospital Corporation
- Current Assignee Address: US NY Melville; US MA Boston
- International Application: PCT/US2020/051615 WO 20200918
- Main IPC: A61B34/20
- IPC: A61B34/20 ; A61B6/00 ; A61B6/12 ; G06T7/00

Abstract:
One or more devices, systems, methods, and storage mediums using artificial intelligence application(s) using an apparatus or system that uses and/or controls one or more imaging modalities, such as, but not limited to, angiography, Optical Coherence Tomography (OCT), Multi-modality OCT, near-infrared fluorescence (NIRAF), OCT-NIRAF, etc. are provided herein. Examples of AI applications discussed herein, include, but are not limited to, using one or more of: AI coregistration, AI marker detection, deep or machine learning, computer vision or image recognition task(s), keypoint detection, feature extraction, model training, input data preparation techniques, input mapping to the model, post-processing, and/or interpretation of output data, one or more types of machine learning models (including, but not limited to, segmentation, regression, combining or repeating regression and/or segmentation), marker detection success rates, and/or coregistration success rates to improve or optimize marker detection and/or coregistration.
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