To address the problems such as incomplete index system, low degree of quantification and real-time evaluation of test and evaluation for intelligent vehicle object detection capability, we put forward a set of quantitative evaluation index system on object classification and object recognition. Then, we conduct a comprehensive evaluation by TOPSIS. According to the index system, we establish the data driven platform for intelligent vehicle object detection ability evaluation, the platform can also meet the real-time requirements of the evaluation on intelligent vehicle object detection ability. Finally, several groups of vehicle detection algorithms are used to verify the index system.