发明授权
- 专利标题: Device and method for detecting cerebral microbleeds using magnetic resonance images
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申请号: US17374250申请日: 2021-07-13
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公开(公告)号: US11481902B2公开(公告)日: 2022-10-25
- 发明人: Dong Hyun Kim , Sang Hyeok Choi , Mohammed Al-Masni , Young Noh , Eung Yeop Kim
- 申请人: Heuron Co., Ltd.
- 申请人地址: KR Incheon
- 专利权人: Heuron Co., Ltd.
- 当前专利权人: Heuron Co., Ltd.
- 当前专利权人地址: KR Incheon
- 代理机构: Sughrue Mion, PLLC
- 优先权: KR10-2020-0086642 20200714
- 主分类号: G06T7/00
- IPC分类号: G06T7/00 ; G16H30/20 ; G16H50/20 ; A61B5/00 ; A61B5/02 ; A61B5/055
摘要:
A device and method for detecting cerebral microbleeds use magnetic resonance images. The disclosed device includes a preprocessing unit that normalizes an SWI image and a phase image, respectively, of the magnetic resonance images, and performs phase image conversion for inverting a code of the normalized phase image, a YOLO neural network module that receives a two-channel image in which the preprocessed SWI image and phase image are concatenated and detects a plurality of candidate regions for the cerebral microbleeds, and a cerebral microbleeds determination neural network module that receives patch images of candidate regions of the SWI image and phase image based on the candidate regions and determines whether the patch images of each candidate region are an image with a symptom of the cerebral microbleeds through a neural network operation.
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