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    TEMPORAL KNOWLEDGE DISTILLATION FOR ACTIVE PERCEPTION
    1.
    发明申请
    TEMPORAL KNOWLEDGE DISTILLATION FOR ACTIVE PERCEPTION 有权

    公开(公告)号：US20220121855A1

    公开(公告)日：2022-04-21

    申请号：US17504257

    申请日：2021-10-18

    申请人： Mohammad Farhadi ,  Yezhou Yang

    发明人： Mohammad Farhadi ,  Yezhou Yang

    IPC分类号： G06K9/00 ,  G06K9/46 ,  G06K9/62 ,  G06N3/08 ,  G06N3/04

    摘要： Temporal knowledge distillation for active perception is provided. Despite significant performance improvements in object detection and classification using deep structures, they still require prohibitive runtime to process images and maintain the highest possible performance for real-time applications. Observing that a human visual system (HVS) relies heavily on temporal dependencies among frames from visual input to conduct recognition efficiently, embodiments described herein propose a novel framework dubbed as temporal knowledge distillation (TKD). The TKD framework distills temporal knowledge gained from a heavy neural network-based model over selected video frames (e.g., the perception of the moments) for a light-weight model. To enable the distillation, two novel procedures are described: 1) a long-short term memory (LSTM)-based key frame selection method; and 2) a novel teacher-bounded loss design.

    ADAPTIVE AND HIERARCHICAL CONVOLUTIONAL NEURAL NETWORKS USING PARTIAL RECONFIGURATION ON FPGA
    2.
    发明申请
    ADAPTIVE AND HIERARCHICAL CONVOLUTIONAL NEURAL NETWORKS USING PARTIAL RECONFIGURATION ON FPGA 有权

    公开(公告)号：US20220067453A1

    公开(公告)日：2022-03-03

    申请号：US17464069

    申请日：2021-09-01

    申请人： Mohammad Farhadi ,  Yezhou Yang

    发明人： Mohammad Farhadi ,  Yezhou Yang

    IPC分类号： G06K9/62 ,  G06N3/04

    摘要： Adaptive and hierarchical convolutional neural networks (AH-CNNs) using partial reconfiguration on a field-programmable gate array (FPGA) are provided. An AH-CNN is implemented to adaptively switch between shallow and deep networks to reach a higher throughput on resource-constrained devices, such as a multiprocessor system on a chip (MPSoC) with a central processing unit (CPU) and FPGA. To this end, the AH-CNN includes a novel CNN architecture having three parts: 1) a shallow part which is a light-weight CNN model, 2) a decision layer which evaluates the shallow part's performance and makes a decision whether deeper processing would be beneficial, and 3) one or more deep parts which are deep CNNs with a high inference accuracy.

    Intra-Cochlear Electrode with a Partially Detachable Hydrophilic Segment for Deferred Self-Positioning
    4.
    发明申请
    Intra-Cochlear Electrode with a Partially Detachable Hydrophilic Segment for Deferred Self-Positioning 有权
    具有部分可脱离亲水段的耳蜗电极用于延迟自定位

    公开(公告)号：US20080058914A1

    公开(公告)日：2008-03-06

    申请号：US11934962

    申请日：2007-11-05

    申请人： Farhang Abbasi ,  Claude Jolly ,  Mohammad Farhadi ,  Erwin Hochmair ,  Hamid Mirzadeh

    发明人： Farhang Abbasi ,  Claude Jolly ,  Mohammad Farhadi ,  Erwin Hochmair ,  Hamid Mirzadeh

    IPC分类号： A61N1/00

    CPC分类号： A61N1/0541

    摘要： A perimodiolar electrode for cochlear implantation includes an electrode carrier having a front end and a back end. The electrode carrier includes one or more contacts and a hydrophilic segment that swells after insertion in a cochlea and detaches at least in part from the carrier. In accordance with related embodiments, the hydrophilic segment may detach from the electrode carrier between the front end and the back end. The detached hydrophilic segment may surround the modiolus of a scala tympani of the cochlea or the inner wall of a scala tympani of the cochlea.

    摘要翻译： 用于耳蜗植入的perimodiolar电极包括具有前端和后端的电极载体。 电极载体包括一个或多个触点和在插入耳蜗之后膨胀的亲水段，并且至少部分地与载体分离。 根据相关实施例，亲水段可以在前端和后端之间从电极载体脱离。 分离的亲水段可以围绕耳蜗的鼓膜鼓膜或耳蜗的鼓膜鼓室的内壁。

    Intra-cochlear electrode with a partially detachable hydrophilic segment for deferred self-positioning
    5.
    发明授权
    Intra-cochlear electrode with a partially detachable hydrophilic segment for deferred self-positioning 有权
    具有部分可分离亲水片段的耳蜗电极用于延迟自定位

    公开(公告)号：US08145326B2

    公开(公告)日：2012-03-27

    申请号：US11934962

    申请日：2007-11-05

    申请人： Farhang Abbasi ,  Claude Jolly ,  Mohammad Farhadi ,  Erwin S. Hochmair ,  Hamid Mirzadeh

    发明人： Farhang Abbasi ,  Claude Jolly ,  Mohammad Farhadi ,  Erwin S. Hochmair ,  Hamid Mirzadeh

    IPC分类号： A61N1/04

    CPC分类号： A61N1/0541

    摘要： A perimodiolar electrode for cochlear implantation includes an electrode carrier having a front end and a back end. The electrode carrier includes one or more contacts and a hydrophilic segment that swells after insertion in a cochlea and detaches at least in part from the carrier. In accordance with related embodiments, the hydrophilic segment may detach from the electrode carrier between the front end and the back end. The detached hydrophilic segment may surround the modiolus of a scala tympani of the cochlea or the inner wall of a scala tympani of the cochlea.

    摘要翻译： 用于耳蜗植入的perimodiolar电极包括具有前端和后端的电极载体。 电极载体包括一个或多个触点和在插入耳蜗之后膨胀的亲水段，并且至少部分地与载体分离。 根据相关实施例，亲水段可以在前端和后端之间从电极载体脱离。 分离的亲水段可以围绕耳蜗的鼓膜鼓膜或耳蜗的鼓膜鼓室的内壁。