METHOD AND APPARATUS FOR VIDEO SUPER RESOLUTION USING CONVOLUTIONAL NEURAL NETWORK WITH TWO-STAGE MOTION COMPENSATION

    公开(公告)号:US20190139205A1

    公开(公告)日:2019-05-09

    申请号:US15946531

    申请日:2018-04-05

    Abstract: A method and an apparatus are provided. The method includes receiving a video with a first plurality of frames having a first resolution; generating a plurality of warped frames from the first plurality of frames based on a first type of motion compensation; generating a second plurality of frames having a second resolution, wherein the second resolution is of higher resolution than the first resolution, wherein each of the second plurality of frames having the second resolution is derived from a subset of the plurality of warped frames using a convolutional network; and generating a third plurality of frames having the second resolution based on a second type of motion compensation, wherein each of the third plurality of frames having the second resolution is derived from a fusing a subset of the second plurality of frames.

    System and method for maximal code polarization

    公开(公告)号:US10069510B2

    公开(公告)日:2018-09-04

    申请号:US15459962

    申请日:2017-03-15

    Abstract: An apparatus and a method. The apparatus includes a plurality of polarization processors, including n inputs and n outputs, where n is an integer; and at least one permutation processor, including n inputs and n outputs, wherein each of the at least one permutation processor is connected between two of the plurality of polarization processors, and connects the n outputs of a first of the two of the plurality of polarizations processors to the n inputs of a second of the two of the plurality of polarization processors between which each of the at least one permutation processor is connected in a permutation pattern that maximally polarizes the n outputs of the second of the two of the plurality of polarization processors.

    System and method for a unified architecture multi-task deep learning machine for object recognition

    公开(公告)号:US10032067B2

    公开(公告)日:2018-07-24

    申请号:US15224487

    申请日:2016-07-29

    Abstract: A system to recognize objects in an image includes an object detection network outputs a first hierarchical-calculated feature for a detected object. A face alignment regression network determines a regression loss for alignment parameters based on the first hierarchical-calculated feature. A detection box regression network determines a regression loss for detected boxes based on the first hierarchical-calculated feature. The object detection network further includes a weighted loss generator to generate a weighted loss for the first hierarchical-calculated feature, the regression loss for the alignment parameters and the regression loss of the detected boxes. A backpropagator backpropagates the generated weighted loss. A grouping network forms, based on the first hierarchical-calculated feature, the regression loss for the alignment parameters and the bounding box regression loss, at least one of a box grouping, an alignment parameter grouping, and a non-maximum suppression of the alignment parameters and the detected boxes.

    Computing system with coordinated multiple-access mechanism and method of operation thereof
    96.
    发明授权
    Computing system with coordinated multiple-access mechanism and method of operation thereof 有权
    具有协调多访问机制的计算系统及其操作方法

    公开(公告)号:US09467253B2

    公开(公告)日:2016-10-11

    申请号:US14327450

    申请日:2014-07-09

    Abstract: A computing system includes: an interface configured to communicate a coordination profile for coordinating a second transmitter device with a first transmitter device; and a unit, coupled to the interface, configured to generate a first encoded message using a message polarization mechanism based on the coordination profile for coordinating the first encoded message with a second encoded message concurrently transmitting through the second transmitter device.A further embodiment of the computing system includes: an interface configured to communicate a receiver signal for representing a first encoded message and a second encoded message coordinated for concurrent transmission; a unit, coupled to the interface, configured to: determine a communication rate associated with the receiver signal, and decode the receiver signal based on a message polarization mechanism and the communication rate for identifying the first encoded message based on a coordination profile corresponding to the communication rate.

    Abstract translation: 计算系统的另一实施例包括:被配置为传送用于表示第一编码消息的接收机信号和协调用于并发传输的第二编码消息的接口; 耦合到所述接口的单元,被配置为:确定与所述接收机信号相关联的通信速率,以及基于消息偏振机制对所述接收机信号进行解码,以及基于与所述接收机信号对应的协调配置来识别所述第一编码消息的所述通信速率 沟通率。

    SYSTEM AND METHOD FOR ENCODING AND DECODING OF DATA WITH CHANNEL POLARIZATION MECHANISM
    97.
    发明申请
    SYSTEM AND METHOD FOR ENCODING AND DECODING OF DATA WITH CHANNEL POLARIZATION MECHANISM 有权
    用于编码和解码具有通道极化机制的数据的系统和方法

    公开(公告)号:US20150349909A1

    公开(公告)日:2015-12-03

    申请号:US14522924

    申请日:2014-10-24

    CPC classification number: H04W72/0466 H03M13/13 H03M13/353 H04W28/06

    Abstract: A computing system includes: a communication unit configured to: determine a relaxed coding profile including a polar-processing range for processing content data over a bit channel; process the content data based on a total polarization level being within the polar-processing range, the polar-processing range for controlling a polar processing mechanism or a portion therein corresponding to the bit channel for the content data; and an inter-device interface, coupled to the communication unit, configured to communicate the content data.

    Abstract translation: 计算系统包括:通信单元,被配置为:确定包括通过位信道处理内容数据的极化处理范围的松弛编码简档; 基于在极化处理范围内的总极化电平处理内容数据,用于控制极性处理机制的极化处理范围或其中对应于内容数据的比特信道的部分; 以及耦合到所述通信单元的被配置为传送所述内容数据的设备间接口。

    COMPUTING SYSTEM WITH POLAR PROCESSING MECHANISM AND METHOD OF OPERATION THEREOF
    98.
    发明申请
    COMPUTING SYSTEM WITH POLAR PROCESSING MECHANISM AND METHOD OF OPERATION THEREOF 有权
    具有极性加工机械的计算系统及其操作方法

    公开(公告)号:US20150188666A1

    公开(公告)日:2015-07-02

    申请号:US14485598

    申请日:2014-09-12

    Abstract: A computing system includes: an inter-device interface configured to communicate content; and a communication unit, coupled to the inter-device interface, configured to process the content based on a polar communication mechanism utilizing multiple processing dimensions for communicating the content, including: generating a node result with a first orthogonal mechanism, and processing the node result from the first orthogonal mechanism with a second orthogonal mechanism.

    Abstract translation: 计算系统包括:被配置为传送内容的设备间接口; 以及耦合到所述设备间接口的通信单元,被配置为基于利用用于传达所述内容的多个处理维度的极性通信机制来处理所述内容,包括:利用第一正交机制生成节点结果,以及处理所述节点结果 从第一正交机构与第二正交机制。

    METHOD OF AND APPARATUS FOR GENERATING SPATIALLY-COUPLED LOW-DENSITY PARITY-CHECK CODE
    99.
    发明申请
    METHOD OF AND APPARATUS FOR GENERATING SPATIALLY-COUPLED LOW-DENSITY PARITY-CHECK CODE 审中-公开
    用于产生空间耦合的低密度奇偶校验码的方法和装置

    公开(公告)号:US20150155884A1

    公开(公告)日:2015-06-04

    申请号:US14517181

    申请日:2014-10-17

    Abstract: A method, apparatus, and non-transitory computer-readable recording medium for generating an algebraic Spatially-Coupled Low-Density Parity-Check (SC LDPC) code are provided. The method includes selecting an LDPC block code over a finite field GF(q) with a girth of at least 6; constructing a parity-check matrix H from the selected LDPC block code; replicating H a user-definable number of times to form a two-dimensional array Hrep; constructing a masking matrix W with a user-definable spatially-coupled pattern; and masking a sub-matrix of Hrep using W to obtain a spatially-coupled parity-check matrix HSC, wherein a null space of HSC is the algebraic SC LDPC code.

    Abstract translation: 提供了一种用于生成代数空间耦合低密度奇偶校验(SC LDPC)代码的方法,装置和非暂时计算机可读记录介质。 该方法包括在周长至少为6的有限域GF(q)上选择LDPC块码; 从所选择的LDPC块码构造奇偶校验矩阵H; 复制H用户可定义的次数以形成二维阵列Hrep; 用用户可定义的空间耦合模式构造掩蔽矩阵W; 并使用W掩蔽Hrep的子矩阵以获得空间耦合奇偶校验矩阵HSC,其中HSC的零空间是代数SC LDPC码。

    COMPUTING SYSTEM WITH COORDINATED MULTIPLE-ACCESS MECHANISM AND METHOD OF OPERATION THEREOF
    100.
    发明申请
    COMPUTING SYSTEM WITH COORDINATED MULTIPLE-ACCESS MECHANISM AND METHOD OF OPERATION THEREOF 有权
    具有协调多用途机制的计算系统及其操作方法

    公开(公告)号:US20150016563A1

    公开(公告)日:2015-01-15

    申请号:US14327450

    申请日:2014-07-09

    Abstract: A computing system includes: an interface configured to communicate a coordination profile for coordinating a second transmitter device with a first transmitter device; and a unit, coupled to the interface, configured to generate a first encoded message using a message polarization mechanism based on the coordination profile for coordinating the first encoded message with a second encoded message concurrently transmitting through the second transmitter device.A further embodiment of the computing system includes: an interface configured to communicate a receiver signal for representing a first encoded message and a second encoded message coordinated for concurrent transmission; a unit, coupled to the interface, configured to: determine a communication rate associated with the receiver signal, and decode the receiver signal based on a message polarization mechanism and the communication rate for identifying the first encoded message based on a coordination profile corresponding to the communication rate.

    Abstract translation: 计算系统包括:被配置为传送用于协调第二发射机设备与第一发射机设备的协调简档的接口; 以及耦合到所述接口的单元,被配置为使用基于所述协调配置文件的消息偏振机制来生成第一编码消息,所述协调配置文件用于通过所述第二发送器设备同时发送的第二编码消息与第二编码消息进行协调。 计算系统的另一实施例包括:被配置为传送用于表示第一编码消息的接收机信号和协调用于并发传输的第二编码消息的接口; 耦合到所述接口的单元,被配置为:确定与所述接收机信号相关联的通信速率,以及基于消息偏振机制对所述接收机信号进行解码,以及基于与所述接收机信号对应的协调配置来识别所述第一编码消息的所述通信速率 沟通率。

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