Learning an autoencoder
    1.
    发明授权

    公开(公告)号:US11468268B2

    公开(公告)日:2022-10-11

    申请号:US16879507

    申请日:2020-05-20

    Abstract: A computer-implemented method for learning an autoencoder notably is provided. The method includes obtaining a dataset of images. Each image includes a respective object representation. The method also includes learning the autoencoder based on the dataset. The learning includes minimization of a reconstruction loss. The reconstruction loss includes a term that penalizes a distance for each respective image. The penalized distance is between the result of applying the autoencoder to the respective image and the set of results of applying at least part of a group of transformations to the object representation of the respective image. Such a method provides an improved solution to learn an autoencoder.

    LEARNING AN AUTOENCODER
    2.
    发明申请

    公开(公告)号:US20180314917A1

    公开(公告)日:2018-11-01

    申请号:US15965123

    申请日:2018-04-27

    CPC classification number: G06F17/50 G06K9/00 G06N3/0454 G06N3/08

    Abstract: A computer-implemented method for learning an autoencoder notably is provided. The method comprises providing a dataset of images. Each image includes a respective object representation. The method also comprises learning the autoencoder based on the dataset. The learning includes minimization of a reconstruction loss. The reconstruction loss includes a term that penalizes a distance for each respective image. The penalized distance is between the result of applying the autoencoder to the respective image and the set of results of applying at least part of a group of transformations to the object representation of the respective image. Such a method provides an improved solution to learn an autoencoder.

    3D reconstruction of a structure of a real scene

    公开(公告)号:US11151784B2

    公开(公告)日:2021-10-19

    申请号:US16846139

    申请日:2020-04-10

    Abstract: A computer-implemented method for 3D reconstruction of a structure of a real scene including obtaining a 3D point cloud representing the structure. The method further includes determining a closed triangulated surface representing a skin of the structure. The determining explores candidate closed triangulated surfaces each meshing at least a respective part of the 3D point cloud. The determining penalizes a high rank of the candidate closed triangulated surfaces according to a lexicographic order. The lexicographic order is based on a triangle order and orders a first candidate closed triangulated surface having first triangles which are ordered according to a decreasing rank of the triangle order, relative to a second candidate closed triangulated surface having second triangles which are ordered according to a decreasing rank of the triangle order. The triangle order penalizes a triangle size. This constitutes an improved method for 3D reconstruction of a structure of a real scene.

    Polyline contributor in civil engineering

    公开(公告)号:US11675939B2

    公开(公告)日:2023-06-13

    申请号:US17107434

    申请日:2020-11-30

    Abstract: A computer-implemented method for civil engineering including obtaining a mesh representing a terrain and a polyline on the mesh, the method further includes computing a contributor of the polyline. The computing of the contributor includes modifying the mesh by determining, based on the polyline, a trench below the polyline. The computing of the contributor further includes computing a watershed segmentation of the terrain based on the modified mesh. The computing of the contributor further includes, based on the computed watershed segmentation, identifying, on the modified mesh, a basin comprising the trench. The contributor corresponds to the identified basin.

    Watershed segmentation in civil engineering

    公开(公告)号:US11443435B2

    公开(公告)日:2022-09-13

    申请号:US17107032

    申请日:2020-11-30

    Abstract: Computer-implemented method for civil engineering including obtaining a mesh representing a terrain and computing a watershed segmentation of the terrain based on the mesh, the computing of the watershed segmentation including identifying one or more saddle points on the mesh, for each identified saddle point, identifying paths each ascending from the saddle point according to a direction of a local maximal slope around the saddle point, and a path descending from the saddle point according to a direction of a steepest slope around the saddle point, the identified ascending paths dividing the mesh into connected components, and, for each identified saddle point, merging each connected component of which bottom point is the saddle point with a connected component including the identified path descending from the saddle point according to a direction of a steepest slope. The merging yields at least a part of a basin.

    Simulation of the machining of a workpiece

    公开(公告)号:USRE48940E1

    公开(公告)日:2022-02-22

    申请号:US16184157

    申请日:2018-11-08

    Abstract: It is provided a computer-implemented method for simulating the machining of a workpiece with a cutting tool having a cutting part and a non-cutting part. The method comprises providing a modeled volume representing the workpiece and a trajectory of the cutting tool; determining a colliding sweep of the cutting tool, wherein the colliding sweep represents the volume swept by the non-cutting front of the cutting tool when the cutting tool follows the trajectory; testing a collision with the workpiece according to the determining step. Such a method improves the simulation of the machining of a workpiece with a cutting tool.

    Simulation of the machining of a workpiece
    7.
    发明授权
    Simulation of the machining of a workpiece 有权
    模拟加工工件

    公开(公告)号:US09524583B2

    公开(公告)日:2016-12-20

    申请号:US13666558

    申请日:2012-11-01

    CPC classification number: G06T19/00 G05B19/4069 G06T2210/04 Y02P90/265

    Abstract: It is provided a computer-implemented method for simulating the machining of a workpiece with a cutting tool having a cutting part and a non-cutting part. The method comprises providing a modeled volume representing the workpiece and a trajectory of the cutting tool; determining a colliding sweep of the cutting tool, wherein the colliding sweep represents the volume swept by the non-cutting front of the cutting tool when the cutting tool follows the trajectory; testing a collision with the workpiece according to the determining step. Such a method improves the simulation of the machining of a workpiece with a cutting tool.

    Abstract translation: 提供了一种用计算机实现的用于利用具有切割部分和非切割部分的切割工具模拟加工工件的方法。 该方法包括提供表示工件的模型体积和切削工具的轨迹; 确定所述切割工具的碰撞扫描,其中所述冲击扫描表示当所述切割工具跟随所述轨迹时由所述切割工具的非切割前部扫掠的体积; 根据确定步骤测试与工件的碰撞。 这种方法改进了使用切削工具对工件进行加工的模拟。

    Designing a modeled volume represented by dexels
    8.
    发明授权
    Designing a modeled volume represented by dexels 有权
    设计由dexels表示的建模体积

    公开(公告)号:US09117300B2

    公开(公告)日:2015-08-25

    申请号:US13666634

    申请日:2012-11-01

    CPC classification number: G06T19/00 G06F17/50 G06T17/00

    Abstract: It is provided a computer-implemented method for designing a modeled volume. The method comprises providing a sculpting process on the modeled volume, initial lines, and an initial set of dexels that represents the modeled volume after going through the sculpting process and that is based on the initial lines; then providing new lines by refining the initial lines; and determining a new set of dexels that represents the modeled volume after going through the sculpting process and that is based on the new lines, wherein determining the new set of dexels comprises determining sets of at least one segment representing the intersection between each new line and the modeled volume before going through the sculpting process and then applying the sculpting process on the determined sets of at least one segment. The method improves designing a modeled volume represented by a set of dexels.

    Abstract translation: 提供了一种用于设计建模体积的计算机实现的方法。 该方法包括在经过雕刻过程并基于初始行的模型化卷,初始线和初始的代码集合上提供代表建模体积的雕刻过程; 然后通过细化初始行提供新的线条; 以及在经过所述雕刻过程并且基于所述新线之后确定表示所建模体积的新的一组新的坐标,其中确定所述新的一组坐标系包括确定表示每个新行与所述新行之间的交点的至少一个段的集合 在通过雕刻过程之前对模型体积进行建模,然后在确定的至少一个段的集合上应用雕刻过程。 该方法改进了设计由一组dexels表示的建模体积。

    Simulation Of The Machining Of A Workpiece
    9.
    发明申请
    Simulation Of The Machining Of A Workpiece 有权
    工件加工仿真

    公开(公告)号:US20130116990A1

    公开(公告)日:2013-05-09

    申请号:US13666558

    申请日:2012-11-01

    CPC classification number: G06T19/00 G05B19/4069 G06T2210/04 Y02P90/265

    Abstract: It is provided a computer-implemented method for simulating the machining of a workpiece with a cutting tool having a cutting part and a non-cutting part. The method comprises providing a modeled volume representing the workpiece and a trajectory of the cutting tool; determining a colliding sweep of the cutting tool, wherein the colliding sweep represents the volume swept by the non-cutting front of the cutting tool when the cutting tool follows the trajectory; testing a collision with the workpiece according to the determining step. Such a method improves the simulation of the machining of a workpiece with a cutting tool.

    Abstract translation: 提供了一种用计算机实现的用于利用具有切割部分和非切割部分的切割工具模拟加工工件的方法。 该方法包括提供表示工件的模型体积和切削工具的轨迹; 确定所述切割工具的碰撞扫描,其中所述冲击扫描表示当所述切割工具跟随所述轨迹时由所述切割工具的非切割前部扫掠的体积; 根据确定步骤测试与工件的碰撞。 这种方法改进了使用切削工具对工件进行加工的模拟。

    Designing a modeled volume represented by dexels

    公开(公告)号:US10217291B2

    公开(公告)日:2019-02-26

    申请号:US13666900

    申请日:2012-11-01

    Abstract: It is provided a computer-implemented method for designing a modeled volume. The method comprises providing a set of dexels that represents the modeled volume, each dexel comprising a set of at least one segment representing the intersection between a line and the modeled volume, wherein the set of dexels is partitioned into groups of neighboring dexels, and wherein a memory space depending on the maximum number of segments comprised in each of the dexels of the group is allocated to each group; providing a sculpting operation on the modeled volume; and updating the set of dexels in response to the sculpting operation. Such a method improves the design of a modeled volume represented by a set of dexels.

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