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公开(公告)号:US20240257510A1
公开(公告)日:2024-08-01
申请号:US18289725
申请日:2021-08-06
Applicant: GOOGLE LLC
Inventor: Weicheng Kuo , Tsung-Yi Lin , Anelia Angelova , Dahun Kim
IPC: G06V10/82 , G06V10/44 , G06V10/774 , G06V10/776 , G06V20/00
CPC classification number: G06V10/82 , G06V10/44 , G06V10/774 , G06V10/776 , G06V20/00
Abstract: An object localization network (OLN) can be used to localize object(s) (e.g., known and/or unknown object(s)) in an instance of vision data. Various implementations include detecting the localized object(s) based on the localization. Many implementations include processing the instance of vision data using the OLN to generate a objectness score (e.g., a centerness score) as well as an intersection of union (IoU) score for one or more proposed object locations in the instance of vision data. Object(s) can be localized in the instance of vision data based on the objectness scores and the IoU scores.
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公开(公告)号:US12136262B2
公开(公告)日:2024-11-05
申请号:US18379532
申请日:2023-10-12
Applicant: Google LLC
Inventor: Weicheng Kuo , Anelia Angelova , Tsung-Yi Lin
IPC: G06V10/82 , G06T7/10 , G06V10/25 , G06V10/26 , G06V10/44 , G06V10/764 , G06V10/77 , G06V10/774 , G06V20/10
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing instance segmentation by detecting and segmenting individual objects in an image. In one aspect, a method comprises: processing an image to generate data identifying a region of the image that depicts a particular object; obtaining data defining a plurality of example object segmentations; generating a respective weight value for each of the example object segmentations; for each of a plurality of pixels in the region of the image, determining a score characterizing a likelihood that the pixel is included in the particular object depicted in the region of the image using: (i) the example object segmentations, and (ii) the weight values for the example object segmentations; and generating a segmentation of the particular object depicted in the region of the image using the scores for the pixels in the region of the image.
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公开(公告)号:US20210374453A1
公开(公告)日:2021-12-02
申请号:US17290814
申请日:2019-08-14
Applicant: Google LLC
Inventor: Weicheng Kuo , Anelia Angelova , Tsung-Yi Lin
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing instance segmentation by detecting and segmenting individual objects in an image. In one aspect, a method comprises: processing an image to generate data identifying a region of the image that depicts a particular object; obtaining data defining a plurality of example object segmentations; generating a respective weight value for each of the example object segmentations; for each of a plurality of pixels in the region of the image, determining a score characterizing a likelihood that the pixel is included in the particular object depicted in the region of the image using: (i) the example object segmentations, and (ii) the weight values for the example object segmentations; and generating a segmentation of the particular object depicted in the region of the image using the scores for the pixels in the region of the image.
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公开(公告)号:US20240037926A1
公开(公告)日:2024-02-01
申请号:US18379532
申请日:2023-10-12
Applicant: Google LLC
Inventor: Weicheng Kuo , Anelia Angelova , Tsung-Yi Lin
IPC: G06V10/82 , G06V10/26 , G06V10/25 , G06V20/10 , G06V10/764 , G06V10/77 , G06V10/44 , G06T7/10 , G06V10/774
CPC classification number: G06V10/82 , G06V10/26 , G06V10/25 , G06V20/10 , G06V10/764 , G06V10/7715 , G06V10/454 , G06T7/10 , G06V10/774 , G06T2207/20081
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing instance segmentation by detecting and segmenting individual objects in an image. In one aspect, a method comprises: processing an image to generate data identifying a region of the image that depicts a particular object; obtaining data defining a plurality of example object segmentations; generating a respective weight value for each of the example object segmentations; for each of a plurality of pixels in the region of the image, determining a score characterizing a likelihood that the pixel is included in the particular object depicted in the region of the image using: (i) the example object segmentations, and (ii) the weight values for the example object segmentations; and generating a segmentation of the particular object depicted in the region of the image using the scores for the pixels in the region of the image.
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公开(公告)号:US11823443B2
公开(公告)日:2023-11-21
申请号:US17290814
申请日:2019-08-14
Applicant: Google LLC
Inventor: Weicheng Kuo , Anelia Angelova , Tsung-Yi Lin
IPC: G06V10/82 , G06T7/10 , G06V10/26 , G06V10/25 , G06V20/10 , G06V10/764 , G06V10/77 , G06V10/44 , G06V10/774
CPC classification number: G06V10/82 , G06T7/10 , G06V10/25 , G06V10/26 , G06V10/454 , G06V10/764 , G06V10/774 , G06V10/7715 , G06V20/10 , G06T2207/20081
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing instance segmentation by detecting and segmenting individual objects in an image. In one aspect, a method comprises: processing an image to generate data identifying a region of the image that depicts a particular object; obtaining data defining a plurality of example object segmentations; generating a respective weight value for each of the example object segmentations; for each of a plurality of pixels in the region of the image, determining a score characterizing a likelihood that the pixel is included in the particular object depicted in the region of the image using: (i) the example object segmentations, and (ii) the weight values for the example object segmentations; and generating a segmentation of the particular object depicted in the region of the image using the scores for the pixels in the region of the image.
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