The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 16, 2025

Filed:

Feb. 12, 2021
Applicant:

Asml Netherlands B.v., Veldhoven, NL;

Inventors:

Jun Tao, Cupertino, CA (US);

Yu Cao, Saratoga, CA (US);

Christopher Alan Spence, Los Altos, CA (US);

Assignee:

ASML NETHERLANDS B.V., Veldhoven, NL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G03F 1/36 (2012.01); G03F 7/00 (2006.01); G06F 30/27 (2020.01); G06F 30/30 (2020.01); G06F 30/398 (2020.01);
U.S. Cl.
CPC ...
G03F 1/36 (2013.01); G03F 7/70441 (2013.01); G03F 7/706841 (2023.05); G06F 30/27 (2020.01); G06F 30/398 (2020.01);
Abstract

A method for training a machine learning model to generate a characteristic pattern, the method includes obtaining training data associated with a reference feature in a reference image. The training data includes (i) location data of each portion of the reference feature, and (ii) a presence value indicating whether the portion of the reference feature is located within a reference assist feature generated for the reference feature. The method includes training the machine learning model to predict a presence value based on the actual presence value in the training data. The predicted presence value indicates whether a portion of a feature (e.g., a skeleton point on a skeleton of a contour of the feature) is to be covered by an assist feature. The training is performed based on the training data such that a metric between a predicted presence value and the presence value is minimized.


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