发明申请
WO2023009206A1 AUTOMATICALLY GENERATING ONE OR MORE MACHINE VISION JOBS BASED ON REGION OF INTERESTS (ROIS) OF DIGITAL IMAGES
审中-公开
基本信息:
- 专利标题： AUTOMATICALLY GENERATING ONE OR MORE MACHINE VISION JOBS BASED ON REGION OF INTERESTS (ROIS) OF DIGITAL IMAGES
- 申请号：PCT/US2022/031525 申请日：2022-05-31
- 公开(公告)号：WO2023009206A1 公开(公告)日：2023-02-02
- 发明人： LUCA, Anthony P.
- 申请人： ZEBRA TECHNOLOGIES CORPORATION
- 申请人地址： 3 Overlook Point
- 专利权人： ZEBRA TECHNOLOGIES CORPORATION
- 当前专利权人： ZEBRA TECHNOLOGIES CORPORATION
- 当前专利权人地址： 3 Overlook Point
- 代理机构： ASTVATSATUROV, Yuri et al.
- 优先权： US17/388,786 2021-07-29
- 主分类号： G06V10/00
- IPC分类号： G06V10/00 ; G06V10/25 ; G06N20/00 ; G06K7/00
摘要：
Machine vision systems and methods for automatically generating machine vision job(s) based on region of interests (ROIs) of digital images are disclosed herein. The systems and methods comprise configuring a machine vision tool for capturing an image ID depicted in training images and labeling each training image to indicate a success or failure status of an object depicted by the training images. Candidate image feature(s) are extracted from the training images for generation of candidate ROI(s). A training set of ROIs are selected from the candidate ROI(s) and are designated as an included or excluded ROIs. The training set of ROIs and the training images are used to train a vision learning model configured to output a machine vision job deployable to an imaging device that implements the machine vision job to detect the success or failure statuses of additional image(s) depicting the object.