Before revision:  To demonstrate the efficacy and robustness of our approach, we only use the 2D box location and object category  to construct the descriptor for each object instance.
After revision:  To demonstrate the efficacy of our approach, we only use the 2D box location and object category to construct the descriptor for each object instance.