公开(公告)号：US20240428396A1

公开(公告)日：2024-12-26

申请号：US18212179

申请日：2023-06-20

Applicant: Applied Materials Israel Ltd.

Inventor： Boris SHERMAN ,  Boris LEVANT ,  Ran YACOBY ,  Bar DUBOVSKI ,  Botser RESHEF ,  Tomer YEMINY ,  Omer GRANOVITER ,  Ran BADANES

IPC: G06T7/00 ,  G06T7/10 ,  G06V10/44 ,  G06V10/70 ,  G06V20/70

Abstract: There is provided a system and method of semiconductor specimen examination. The method includes obtaining a plurality of images of a semiconductor specimen acquired by an examination tool; processing the plurality of images using a first machine learning (ML) model for defect detection, thereby obtaining, from the plurality of images, a set of images labeled with detected defects, wherein the first ML model is previously trained using a first training set comprising a subset of synthetic defective images each containing one or more synthetic defects, and a subset of nominal images; and training a second ML model using a second training set comprising at least part of the set of images labeled with detected defects, wherein the second ML model, upon being trained, is usable for defect detection with improved detection performance with respect to the first ML model.

公开(公告)号：US20240095903A1

公开(公告)日：2024-03-21

申请号：US17947989

申请日：2022-09-19

Applicant: Applied Materials Israel Ltd.

Inventor： Boris SHERMAN ,  Boris LEVANT ,  Ran YACOBY ,  Botser RESHEF ,  Tomer YEMINY

IPC: G06T7/00 ,  G06V10/74 ,  G06V10/75 ,  G06V10/774

CPC classification number: G06T7/001 ,  G06V10/759 ,  G06V10/761 ,  G06V10/774 ,  G06T2207/20081 ,  G06T2207/20224 ,  G06T2207/30148

Abstract: There is provided a system and method for defect examination on a semiconductor specimen. The method comprises obtaining an original image of the semiconductor specimen, the original image having a first region annotated as enclosing a defective feature; specifying a second region in the original image containing the first region, giving rise to a contextual region between the first region and the second region; identifying in a target image of the specimen a set of candidate areas matching the contextual region in accordance with a matching measure; selecting one or more candidate areas from the set of candidate areas; and pasting the first region or part thereof with respect to the one or more candidate areas, giving rise to an augmented target image usable for defect examination on the semiconductor specimen.