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Is it possible to do person detection and object detection within one model? The training data would be images annotated with bounding boxes for objects and people. Because normally object detection and person detection are done separately? Is there any research about models that simultaneously detect both people and objects?

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Yes you can classify people bounding box with object detection. State of the art object detection model have people as one of the class in the object detection, as shown here: enter image description here

As you can see the image have both object bounding box and people bounding box.

Clement
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