OPERATING ON A VIDEO FRAME TO GENERATE A FEATURE MAP OF A NEURAL NETWORK

    公开(公告)号:US20210374422A1

    公开(公告)日:2021-12-02

    申请号:US16888068

    申请日:2020-05-29

    Applicant: Arm Limited

    Abstract: A method is described for operating on a frame of a video to generate a feature map of a neural network. The method determines if a block of the frame is an inter block or an intra block, and performs an inter block process in the event that the block is an inter block and/or an intra block process in the event that the block is an intra block. The inter block process determines a measure of differences between the block of the frame and a reference block of a reference frame of the video, and performs either a first process or a second process based on the measure to generate a segment of the feature map. The intra block process determines a measure of flatness of the block of the frame, and performs either a third process or a fourth process based on the measure to generate a segment of the feature map.

    USER-MOUNTABLE EXTENDED REALITY (XR) DEVICE

    公开(公告)号:US20210272533A1

    公开(公告)日:2021-09-02

    申请号:US16805407

    申请日:2020-02-28

    Applicant: Arm Limited

    Abstract: A user-mountable extended reality (XR) device capable of receiving and storing at least one of a plurality of user vision capability profiles. The user-mountable XR device comprises a data processing system configured to process input data representative of an input image to perform a modification of the input image based on performing a selection of a given profile of the at least one of the plurality of user vision capability profiles, thereby generating output data representative of an output image for display by the user-mountable XR device. Also described is a method of controlling such a device.

    NEURAL NETWORK PROCESSING
    23.
    发明申请

    公开(公告)号:US20200342291A1

    公开(公告)日:2020-10-29

    申请号:US16392366

    申请日:2019-04-23

    Abstract: A method of processing sensor-originated data using a computing device. The sensor-originated data is representative of one or more physical quantities measured by one or more sensors. The method comprises selecting between a plurality of neural networks, including a first neural network and a second neural network, on the basis of at least one current operative condition of the computing device. Each of the first and second neural networks is configured to generate output data of the same type. The first neural network is configured to receive a first set of input data types and the second neural network is configured to receive a second set of input data types, the second set including at least one data type not included in the first set. The method comprises processing the sensor-originated data using at least the selected neural network.

    DATA PROCESSING USING A NEURAL NETWORK SYSTEM

    公开(公告)号:US20200342285A1

    公开(公告)日:2020-10-29

    申请号:US16392391

    申请日:2019-04-23

    Abstract: A neural network system executable on a processor. The neural network system, when executed on the processor, comprises a merged layer shareable between a first neural network and a second neural network. The merged layer is configured to receive input data from a prior layer of at least one of the first and second neural networks. The merged layer is configured to apply a superset of weights to the input data to generate intermediate feature data representative of at least one feature of the input data, the superset of weights being combined from a first set of weights associated with the first neural network and a second set of weights associated with the second neural network. The merged layer is also configured to output the intermediate feature data to at least one subsequent layer, the at least one subsequent layer serving the first and second neural networks.

    CONTROLLING A DISPLAY DEVICE
    25.
    发明申请

    公开(公告)号:US20200184199A1

    公开(公告)日:2020-06-11

    申请号:US16213814

    申请日:2018-12-07

    Abstract: Examples of the present disclosure relate to methods for controlling a display device. In one such example, data representing a result of an eyewear detection operation is obtained. Dependent on the obtained data, a control signal is outputted to adjust a display parameter of the display device. Performing the eyewear detection operation comprises receiving image data representing a user of the display device, and processing the image data using object recognition to determine whether or not the user is wearing eyewear of a predetermined type.

    PROCESSING INPUT DATA IN A CONVOLUTIONAL NEURAL NETWORK

    公开(公告)号:US20200175338A1

    公开(公告)日:2020-06-04

    申请号:US16209505

    申请日:2018-12-04

    Abstract: A method of processing input data using a computing system. The method comprises obtaining association data which relates a kernel in a convolutional neural network to one or more known data patterns; conducting analysis of input data for the convolutional neural network to identify whether a region of input data corresponds to at least one of the one or more known data patterns; and determining whether to process the region of input data with the kernel in the convolutional neural network based on the analysis and the association data.

    PROCESSING IMAGE DATA TO PERFORM OBJECT DETECTION

    公开(公告)号:US20200034617A1

    公开(公告)日:2020-01-30

    申请号:US16044153

    申请日:2018-07-24

    Abstract: Examples of the present disclosure relate to methods for performing object detection. In one such example, data representing an image is received. The image comprises at least one target region and a further region. The at least one target region is identifiable using data indicative of a gaze direction of a viewer of the image. A first portion of the data is processed using a first processing scheme to perform object detection in the at least one target region of the image. The first portion of the data represents the at least one target region of the image. A second portion of the data is processed using a second, different, processing scheme. The second portion of the data represents the further region of the image.

    DATA PROCESSING
    28.
    发明申请
    DATA PROCESSING 审中-公开

    公开(公告)号:US20190392194A1

    公开(公告)日:2019-12-26

    申请号:US16446308

    申请日:2019-06-19

    Abstract: A method of data processing for an object identification system comprising a neural network. The method comprises, in a secure environment, obtaining first sensed data representative of a physical quantity measured by a sensor. The first sensed data is processed, using the neural network in the secure environment, to identify an object in the first sensed data. The method includes determining that the identified object belongs to a predetermined class of objects. In response to the determining, a first portion of the first sensed data is classified as data to be secured, and a second portion of the first sensed data is classified as data which is not to be secured. The second sensed data, derived from at least the second portion, is outputted as non-secure data.

    METHOD OF AND APPARATUS FOR DISPLAYING AN OUTPUT SURFACE IN DATA PROCESSING SYSTEMS
    29.
    发明申请
    METHOD OF AND APPARATUS FOR DISPLAYING AN OUTPUT SURFACE IN DATA PROCESSING SYSTEMS 审中-公开
    用于在数据处理系统中显示输出表面的方法和装置

    公开(公告)号:US20160314557A1

    公开(公告)日:2016-10-27

    申请号:US15103070

    申请日:2014-12-11

    Applicant: ARM LIMITED

    Abstract: A display controller provides an output frame to a display for display by sending respective output surface regions that together form the output frame, each respective region of the output surface being generated from a respective region or regions of one or more input surfaces, to the display. When a new version of an output surface region is generated, the display controller determines whether the output surface region has been unchanged for a period, and if it has, then stores the generated output surface region in a frame buffer. Then, for the subsequent frame, checks are performed to see if the output surface region could have changed. If there is no change the stored version of the output surface region is reused, but if there is a change in the output surface region, the output surface region is regenerated.

    Abstract translation: 显示控制器通过发送一起形成输出帧的相应输出表面区域将显示器的输出帧提供给显示器,输出表面的每个相应区域从一个或多个输入表面的相应区域或区域生成到显示器 。 当产生新版本的输出表面区域时,显示控制器确定输出表面区域是否在一段时间内没有变化,并且如果具有,则将生成的输出表面区域存储在帧缓冲器中。 然后,对于后续帧,执行检查以查看输出表面区域是否可能已经改变。 如果没有变化,则重新使用输出表面区域的存储版本,但如果输出表面区域发生变化,则会重新生成输出表面区域。

    REUSE OF RESULTS OF BACK-TO-BACK MICRO-OPERATIONS
    30.
    发明申请
    REUSE OF RESULTS OF BACK-TO-BACK MICRO-OPERATIONS 有权
    背靠背微操作结果的重用

    公开(公告)号:US20150301827A1

    公开(公告)日:2015-10-22

    申请号:US14664241

    申请日:2015-03-20

    Applicant: ARM LIMITED

    Abstract: A data processing apparatus has control circuitry for detecting whether a current micro-operation to be processed by processing circuitry is for the same data processing operation and specifies the same at least one operand as the last valid micro-operation processed by the processing circuitry. If so, then the control circuitry prevents the processing circuitry processing the current micro-operation so that an output register is not updated in response to the current micro-operation, and outputs the current value stored in the output register as the result of the current micro-operation. This allows power consumption to be reduced or performance to be improved by not repeating the same computation.

    Abstract translation: 数据处理装置具有控制电路,用于检测由处理电路处理的当前微操作是否用于相同的数据处理操作,并指定与由处理电路处理的最后一个有效微操作相同的至少一个操作数。 如果是这样,则控制电路防止处理电路处理当前的微操作,使得输出寄存器不响应于当前微操作被更新,并且作为电流的结果输出存储在输出寄存器中的当前值 微操作。 这允许通过不重复相同的计算来降低功耗或提高性能。

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