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Try

1. Find contour.

2. Find rotated rectangle for the contour.

3. Consider the rotated rectangle size as your object size.

In short,

Contour-->RotatedRect 
              | 
              '-->  Size2f size
                            |
                            |-->width
                            '-->height

Also see the answer here might be helpful.