- 专利标题: Computer-implemented method of analyzing an image to segment article of interest therein
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申请号: US17611956申请日: 2020-06-03
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公开(公告)号: US12020437B2公开(公告)日: 2024-06-25
- 发明人: Young Jin Cha , Wooram Choi
- 申请人: University of Manitoba
- 申请人地址: CA Winnipeg
- 专利权人: University of Mantoba
- 当前专利权人: University of Mantoba
- 当前专利权人地址: CA Winnipeg
- 代理机构: Ade & Company Inc.
- 代理商 Kyle R Satterthwaite; Ryan W Dupis
- 国际申请: PCT/CA2020/050758 2020.06.03
- 国际公布: WO2020/243826A 2020.12.10
- 进入国家日期: 2021-11-17
- 主分类号: G06T7/11
- IPC分类号: G06T7/11
摘要:
A computer-implemented method of analyzing an image to segment an article of interest in the image comprises (i) receiving the image having a width of n1 pixels, a height of n2 pixels and a depth of d channels; (ii) processing the image using a machine learning algorithm configured to segment the article of interest, the machine learning algorithm comprising a convolutional neural network including: at least one convolution layer; after said at least one convolution layer, at least one separable convolution module comprising a series of separable convolutions, each separable convolution comprising a depthwise convolution and a pointwise convolution; after said at least one separable convolution module, a pooling module; and a decoder module after the pooling module; and (iii) displaying the image with location of the article of interest being indicated if determined to be present by the machine learning algorithm.
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