Apparatus and method for optimizing object detection thereof

Abstract

An apparatus and method for optimizing object detection thereof are disclosed, the method is used to perform the following operations: for receiving an input image; dividing the input image into two or more regions; generating an augmented image based on the two or more regions, wherein generating the augmented image includes at least one of applying mixup to blend pixel values from an overlapping portion of the two or more regions, or performing channel sampling to integrate red green blue (RGB) information from the overlapping portion of the two or more regions; detecting an object within a bounding box based on the blended pixel values or the integrated RGB information; and performing a function based on the detected object.

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