公开(公告)号：US20230252282A1

公开(公告)日：2023-08-10

申请号：US17880229

申请日：2022-08-03

Applicant: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE

Inventor： Hyun Woo CHO ,  Jeong Si KIM

IPC: G06N3/08 ,  G06N5/04

CPC classification number: G06N3/08 ,  G06N5/04

Abstract: A method for deep metric learning per hierarchical step of multi-labels and few-shot inference using the same is provided, which includes sampling a plurality of N multiplets from a learning data set that is expressed by hierarchical multi-labels; configuring the N multiplets into triplets or quadruplets so as to correspond to the number of classes in each hierarchy; performing a metric learning per hierarchical step for a deep neural network model based on the configured triplets and quadruplets; and distributing, to an embedded device, the deep neural network model from which a loss function is removed as the metric learning is completed.

公开(公告)号：US20150149978A1

公开(公告)日：2015-05-28

申请号：US14554913

申请日：2014-11-26

Applicant: ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE

Inventor： Jeong Si KIM

IPC: G06F9/44 ,  G06F9/45

CPC classification number: G06F8/41 ,  G06F8/20

Abstract: Disclosed are a method of providing an embedded software development tool for supporting an embedded software development environment based on native building, and an apparatus thereof. The method includes extracting information about a toolchain according to a request by the host system, and providing the extracted information to the host system, generating a project execution file by receiving a project, to which the information about the toolchain is applied, from the host system, and building the project, and generating a project execution result by executing the project execution file, thereby providing an embedded software development environment capable of minimizing the economic costs incurred for acquiring a cross toolchain corresponding to hardware and a platform of a target system and performing a development process when embedded software is developed.

Abstract translation: 公开了一种提供用于支持基于本地建筑的嵌入式软件开发环境的嵌入式软件开发工具的方法及其装置。 该方法包括根据主机系统的请求提取关于工具链的信息，并将提取的信息提供给主机系统，通过从主机接收到应用了工具链的信息的项目来生成项目执行文件 系统和构建项目，并通过执行项目执行文件生成项目执行结果，从而提供嵌入式软件开发环境，能够最小化获取对应于目标系统的硬件和平台的交叉工具链的经济成本， 在开发嵌入式软件时执行开发过程。

公开(公告)号：US20140123101A1

公开(公告)日：2014-05-01

申请号：US13966133

申请日：2013-08-13

Applicant: Electronics and Telecommunications Research Institute

Inventor： Jeong Si KIM

IPC: G06F9/45

CPC classification number: G06F8/41 ,  G06F8/40 ,  G06F8/71

Abstract: Provided are a tool for supporting open computing language (OpenCL) application software development for an embedded system and a supporting method thereof. The tool in conjunction with a target system includes a project management unit configured to separate and store OpenCL application software constituted of a host program and a kernel program into a host source code corresponding to the host program and a kernel source code corresponding to the kernel program, and manage a tool-chain corresponding to an OpenCL platform of the target system, and a builder configured to determine a compile type of the kernel source code and determine whether the kernel source code is built in response to the compile type. Accordingly, it is possible to rapidly provide a tool for supporting OpenCL application software development that can develop OpenCL application software for an embedded system.

Abstract translation: 提供了一种用于支持用于嵌入式系统的开放计算语言（OpenCL）应用软件开发及其支持方法的工具。 与目标系统结合的工具包括项目管理单元，其被配置为将由主机程序和内核程序构成的OpenCL应用软件分离并存储到与主机程序相对应的主机源代码中，并且将与内核程序相对应的内核源代码 并且管理与所述目标系统的OpenCL平台相对应的工具链，以及构建器，被配置为确定所述内核源代码的编译类型并且确定是否根据所述编译类型构建所述内核源代码。 因此，可以快速提供用于支持可以为嵌入式系统开发OpenCL应用软件的OpenCL应用软件开发的工具。