Online distillation using frame cache

    公开(公告)号:US11620812B2

    公开(公告)日:2023-04-04

    申请号:US17131045

    申请日:2020-12-22

    申请人: NEC CORPORATION

    摘要: The image analysis apparatus includes: a first analysis unit that analyzes image frames by using a first image analysis model; a second analysis unit that can analyze the image frames by using a second image analysis model an analysis accuracy of which is lower; a storage unit that stores therein analyzed frames, which are already analyzed by using the first and second image analysis models, in association with an evaluation value for evaluating a result of an analysis performed with the second image analysis model; an extraction unit that extracts an analyzed frame that satisfies an extraction condition based on the evaluation value; and an update unit that updates the second image analysis model by using a result of an analysis performed with the first image analysis model on the extracted analyzed frame, and a result of an analysis performed with the first image analysis model on a new frame.

    CONTROL APPARATUS, METHOD, AND SYSTEM

    公开(公告)号:US20220337489A1

    公开(公告)日:2022-10-20

    申请号:US17641920

    申请日:2019-09-30

    申请人: NEC Corporation

    IPC分类号: H04L41/16 G06K9/62 H04L43/08

    摘要: In order to provide a control apparatus achieving an efficient control of network using a machine learning, a control apparatus includes a learning unit and a storage unit. The learning unit learns an action for controlling the network. The storage unit stores learning information generated by the learning unit. The learning unit takes an action on the network. The learning unit decides a reward for the action taken on the network based on stationarity of the network after the action is taken to learn the action for controlling the network. The learning unit may give a positive reward to the action taken on the network if the network after the action is taken is in a stationary state, and give a negative reward to the action taken on the network if the network after the action is taken is in a non-stationary state.

    Control device, control method, and non-transitory computer readable medium storing program

    公开(公告)号:US11432196B2

    公开(公告)日:2022-08-30

    申请号:US16761591

    申请日:2018-10-29

    申请人: NEC Corporation

    摘要: To provide a control device that can prevent an increase in a processing load and that can effectively allocate a radio resource. A control device (30) according the present disclosure includes: a deciding unit (31) configured to decide whether or not an interval between generation of a first flow that is generated when performing radio communication between a communication terminal (10) and a base station (20) and generation of a second flow that is generated after the generation of the first flow exceeds a permissible delay time of the first flow; and a determination unit (32) configured to determine deletion of non-transmitted data related to the communication terminal (10) after lapse of the permissible delay time of the first flow when it is decided that the generation interval exceeds the permissible delay time of the first flow.

    Communication device, communication system, communication method, and non-transitory computer-readable medium

    公开(公告)号:US10966120B2

    公开(公告)日:2021-03-30

    申请号:US16345956

    申请日:2016-10-31

    申请人: NEC CORPORATION

    摘要: There is provided a communication device capable of determining whether admission of new data traffic is allowed or rejected not by comparing throughputs only, but by considering other parameters when the data traffic is admitted. A communication device (10) according to the present invention includes a determination unit (11) that determines whether to admit a flow regarding a new radio terminal (30), the flow being to be transmitted between a radio terminal (30) and a base station (20) and having a transmission deadline, depending on a transmission state of a plurality of data packets included in the flow, and a communication unit (12) that transmits, to the base station (20), instruction information indicating whether to admit the flow regarding the new radio terminal (30).

    COMMUNICATION SYSTEM, SERVICE COMMON APPARATUS, MOBILE NETWORK NODE APPARATUS, AND DATA COMMUNICATION METHOD

    公开(公告)号:US20190297511A1

    公开(公告)日:2019-09-26

    申请号:US16439025

    申请日:2019-06-12

    申请人: NEC CORPORATION

    摘要: The present invention aims to provide a communication system capable of optimizing network processing. The communication system according to the present invention includes an application server (10) configured to detect a behavior of a communication terminal (50) and a service common apparatus (20) configured to receive an identifier of the communication terminal (50) and behavior information on the communication terminal (50) transmitted from the application server (10) via a first interface defined between the service common apparatus (20) and the application server (10) and to transmit the identifier of the communication terminal (50) and the behavior information on the communication terminal (50) to a mobile network node (40) via a second interface defined between the service common apparatus (20) and the mobile network node (40) to optimize a parameter regarding the communication terminal (50).