This paper proposes performance measures to evaluate object tracking algorithms using object labels and sizes. The usefulness and effectiveness of the proposed evaluation measures are shown by reporting the performance evaluation of two tracking algorithms. We then compare the application of the proposed evaluation measures with related work to demonstrate that they are more suitable.