| CPC G06T 7/75 (2017.01) [G06T 7/10 (2017.01); G06T 2207/20084 (2013.01)] | 18 Claims |

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1. An apparatus for detecting a three-dimensional (3D) object, the apparatus comprising:
a camera;
storage; and
a processor configured to
obtain a two-dimensional (2D) image using the camera,
segment the 2D image to obtain feature information associated with a free space,
obtain feature information associated with an object included in the 2D image from the 2D image,
determine an attention score based on the feature information associated with the free space and the feature information associated with the object, using an attention mechanism, wherein the processor is configured to
compare the feature information associated with the free space with previously stored segmentation reference information to determine a segmentation loss for the feature information associated with the free space, and
extract a key from the feature information associated with the free space with regard to the segmentation loss, and
detect 3D location information of the object based on the attention score.
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