Method and system for diagnosing a semiconductor wafer

    公开(公告)号:US10755405B2

    公开(公告)日:2020-08-25

    申请号:US15919428

    申请日:2018-03-13

    Abstract: Methods and systems for diagnosing a semiconductor wafer are provided. A first raw image, a second raw image, and a third raw image of the semiconductor wafer are obtained by an inspection apparatus according to graphic data system (GDS) information regarding layout of a target die. A first image-based comparison is performed by a determining circuitry on the first, second, and third raw images, so as to provide a comparison result. The comparison result indicates whether an image difference is present between the first, second, and third raw images.

    Machine learning on wafer defect review

    公开(公告)号:US10825650B2

    公开(公告)日:2020-11-03

    申请号:US16430323

    申请日:2019-06-03

    Abstract: This disclosure is directed to solutions of detecting and classifying wafer defects using machine learning techniques. The solutions take only one coarse resolution digital microscope image of a target wafer, and use machine learning techniques to process the coarse SEM image to review and classify a defect on the target wafer. Because only one coarse SEM image of the wafer is needed, the defect review and classification throughput and efficiency are improved. Further, the techniques are not distractive and may be integrated with other defect detecting and classification techniques.

    Chemical mechanical polishing apparatus and method

    公开(公告)号:US12296428B2

    公开(公告)日:2025-05-13

    申请号:US16657161

    申请日:2019-10-18

    Abstract: A polish head of a chemical mechanical polishing system is provided. The polish head includes a carrier head, a membrane mounted to the carrier head, an inner retaining ring mounted to the carrier head and surrounding the membrane, an outer retaining ring mounted to the carrier head and surrounding the inner retaining ring, and an image capturing device. The outer retaining ring is spaced apart from the inner retaining ring. The image capturing device is mounted to the carrier head and between the inner retaining ring and the outer retaining ring.

    Machine learning on wafer defect review

    公开(公告)号:US11424101B2

    公开(公告)日:2022-08-23

    申请号:US17069712

    申请日:2020-10-13

    Abstract: This disclosure is directed to solutions of detecting and classifying wafer defects using machine learning techniques. The solutions take only one coarse resolution digital microscope image of a target wafer, and use machine learning techniques to process the coarse SEM image to review and classify a defect on the target wafer. Because only one coarse SEM image of the wafer is needed, the defect review and classification throughput and efficiency are improved. Further, the techniques are not distractive and may be integrated with other defect detecting and classification techniques.

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