Shape detection aftr object detection to get precise bounding box

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I'm working on a project where I want to get height of object in image. I'm able to identify the object and get bounding box using object detection but the box is not precise(little bigger). Can I crop the image with bounding box coordinates and then apply some mechanism like edge detection or something to get exact bounding box or height. Since semantic segmentation is heavier I don't wanna go ahead with that also my trained models are in yolo.enter image description hereenter image description here

Edit: Added pic with the object detected- object is stop sign as u can see the bounding box is little bigger with respect to height..

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