Object Level Data Augmentation Scheme for Training Object Detectors
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United States of America Patent
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Issued Date -
Nov 30, 2023
app pub date -
May 28, 2022
filing date -
May 28, 2022
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Abstract
An object identification system accesses a first ground truth image comprising an object of interest. The object identification system determines a relative size of the object of interest based on a comparison of a size of the object of interest to an overall size of the first ground truth image. In response to determining that the relative size of the object of interest does not exceed the threshold size, the object identification system generates a synthetic image by copying the OI into a second ground truth image, the second ground truth image different from the first ground truth image. The object identification system updates a training dataset of images with the synthetic image, wherein the training dataset is applied to train a machine-learned model to identify the OI in an image of a test dataset.
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