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    SYSTEMS, METHODS, AND/OR MEDIA, FOR SELECTING CANDIDATES FOR ANNOTATION FOR USE IN TRAINING A CLASSIFIER
    1.
    发明申请
    SYSTEMS, METHODS, AND/OR MEDIA, FOR SELECTING CANDIDATES FOR ANNOTATION FOR USE IN TRAINING A CLASSIFIER 审中-公开

    公开(公告)号：US20180314943A1

    公开(公告)日：2018-11-01

    申请号：US15965691

    申请日：2018-04-27

    申请人： Jianming Liang ,  Zongwei Zhou ,  Jae Shin

    发明人： Jianming Liang ,  Zongwei Zhou ,  Jae Shin

    IPC分类号： G06N3/08 ,  G06N3/04 ,  G06K9/62

    摘要： Systems for selecting candidates for labelling and use in training a convolutional neural network (CNN) are provided, the systems comprising: a memory device; and at least one hardware processor configured to: receive a plurality of input candidates, wherein each candidate includes a plurality of identically labelled patches; and for each of the plurality of candidates: determine a plurality of probabilities, each of the plurality of probabilities being a probability that a unique patch of the plurality of identically labelled patches of the candidate corresponds to a label using a pre-trained CNN; identify a subset of candidates of the plurality of input candidates, wherein the subset does not include all of the plurality of candidates, based on the determined probabilities; query an external source to label the subset of candidates to produce labelled candidates; and train the pre-trained CNN using the labelled candidates.

    METHODS, SYSTEMS, AND MEDIA FOR SELECTING CANDIDATES FOR ANNOTATION FOR USE IN TRAINING CLASSIFIERS
    2.
    发明申请
    METHODS, SYSTEMS, AND MEDIA FOR SELECTING CANDIDATES FOR ANNOTATION FOR USE IN TRAINING CLASSIFIERS 审中-公开

    公开(公告)号：US20190332896A1

    公开(公告)日：2019-10-31

    申请号：US16397990

    申请日：2019-04-29

    申请人： Jianming Liang ,  Zongwei Zhou ,  Jae Shin

    发明人： Jianming Liang ,  Zongwei Zhou ,  Jae Shin

    IPC分类号： G06K9/62

    摘要： Methods, systems, and media for selecting candidates for annotation for use in training classifiers are provided. In some embodiments, the method comprises: identifying, for a trained Convolutional Neural Network (CNN), a group of candidate training samples, wherein each candidate training sample includes a plurality of patches; for each patch of the plurality of patches, determining a plurality of probabilities, each probability being a probability that the patch corresponds to a label of a plurality of labels; identifying a subset of the patches in the plurality of patches; for each patch in the subset of the patches, calculating a metric that indicates a variance of the probabilities assigned to each patch; selecting a subset of the candidate training samples based on the metric; labeling candidate training samples in the subset of the candidate training samples by querying an external source; and re-training the CNN using the labeled candidate training samples.

    Low loss heterogeneous optical waveguide transitions
    3.
    发明授权
    Low loss heterogeneous optical waveguide transitions 有权

    公开(公告)号：US09846285B2

    公开(公告)日：2017-12-19

    申请号：US13444635

    申请日：2012-04-11

    申请人： Gregory Alan Fish ,  Jae Shin

    发明人： Gregory Alan Fish ,  Jae Shin

    IPC分类号： G02B6/12 ,  G02B6/30 ,  G02B6/42 ,  G02B6/122

    CPC分类号： G02B6/4203 ,  G02B6/1228 ,  G02B6/305 ,  G02B2006/12061 ,  G02B2006/12078

    摘要： Embodiments of the invention describe optical devices including a III-V slab having a taper including a first region and a second region smaller than the first. Said first region receives light and confines an optical mode of the received light; thus, as opposed to the prior art solutions, said III-V regions of optical devices perform the optical function of mode confinement. Embodiments of the invention further describe optical devices including a silicon slab to receive light from said III-V slab, and having a taper including a first silicon region and a second silicon region smaller than the first. Said first region receives light and confines an optical mode of the received light.Thus, embodiments of the invention describe optical devices created with a low loss transition from hybrid regions to silicon regions with fewer restrictions on the design of the silicon waveguides and the III-V waveguides.

    Eyeglass
    4.
    外观设计
    Eyeglass 有权
    眼镜

    公开(公告)号：USD700933S1

    公开(公告)日：2014-03-11

    申请号：US29427769

    申请日：2012-07-23

    申请人： Jae Shin

    设计人： Jae Shin

    Eyeglass
    5.
    外观设计
    Eyeglass 有权

    公开(公告)号：USD675667S1

    公开(公告)日：2013-02-05

    申请号：US29412207

    申请日：2012-01-31

    申请人： Jae Shin

    设计人： Jae Shin

    LOW LOSS HETEROGENEOUS OPTICAL WAVEGUIDE TRANSITIONS
    8.
    发明申请
    LOW LOSS HETEROGENEOUS OPTICAL WAVEGUIDE TRANSITIONS 审中-公开

    公开(公告)号：US20180088290A1

    公开(公告)日：2018-03-29

    申请号：US15819521

    申请日：2017-11-21

    申请人： Gregory Alan Fish ,  Jae Shin

    发明人： Gregory Alan Fish ,  Jae Shin

    IPC分类号： G02B6/42 ,  G02B6/30 ,  G02B6/122

    CPC分类号： G02B6/4203 ,  G02B6/1228 ,  G02B6/305 ,  G02B2006/12061 ,  G02B2006/12078

    摘要： Embodiments of the invention describe optical devices including a III-V slab having a taper including a first region and a second region smaller than the first. Said first region receives light and confines an optical mode of the received light; thus, as opposed to the prior art solutions, said III-V regions of optical devices perform the optical function of mode confinement. Embodiments of the invention further describe optical devices including a silicon slab to receive light from said III-V slab, and having a taper including a first silicon region and a second silicon region smaller than the first. Said first region receives light and confines an optical mode of the received light.Thus, embodiments of the invention describe optical devices created with a low loss transition from hybrid regions to silicon regions with fewer restrictions on the design of the silicon waveguides and the III-V waveguides.

    Eyeglass
    9.
    外观设计
    Eyeglass 有权

    公开(公告)号：USD705340S1

    公开(公告)日：2014-05-20

    申请号：US29408617

    申请日：2011-12-14

    申请人： Jae Shin

    设计人： Jae Shin

    LOW LOSS HETEROGENEOUS OPTICAL WAVEGUIDE TRANSITIONS
    10.
    发明申请
    LOW LOSS HETEROGENEOUS OPTICAL WAVEGUIDE TRANSITIONS 有权
    低损耗异质光波导过渡

    公开(公告)号：US20130272646A1

    公开(公告)日：2013-10-17

    申请号：US13444635

    申请日：2012-04-11

    申请人： Gregory Alan Fish ,  Jae Shin

    发明人： Gregory Alan Fish ,  Jae Shin

    IPC分类号： G02B6/12

    CPC分类号： G02B6/4203 ,  G02B6/1228 ,  G02B6/305 ,  G02B2006/12061 ,  G02B2006/12078

    摘要： Embodiments of the invention describe optical devices including a III-V slab having a taper including a first region and a second region smaller than the first. Said first region receives light and confines an optical mode of the received light; thus, as opposed to the prior art solutions, said III-V regions of optical devices perform the optical function of mode confinement. Embodiments of the invention further describe optical devices including a silicon slab to receive light from said III-V slab, and having a taper including a first silicon region and a second silicon region smaller than the first. Said first region receives light and confines an optical mode of the received light.Thus, embodiments of the invention describe optical devices created with a low loss transition from hybrid regions to silicon regions with fewer restrictions on the design of the silicon waveguides and the III-V waveguides.

    摘要翻译： 本发明的实施例描述了包括具有锥形的III-V板的光学器件，该锥形包括第一区域和小于第一区域的第二区域。 所述第一区域接收光并限制所接收的光的光学模式; 因此，与现有技术方案相反，光学装置的所述III-V区域执行模式限制的光学功能。 本发明的实施例还描述了包括用于接收来自所述III-V板的光的硅板的光学器件，并且具有包括小于第一硅区的第一硅区和第二硅区的锥形。 所述第一区域接收光并限制所接收的光的光学模式。 因此，本发明的实施例描述了由混合区域到硅区域的低损耗跃迁产生的光学器件，对硅波导和III-V波导的设计的限制较少。