Based on our previous work in deformable shape modelbased object detection, a new method is proposed that uses index trees for organizing shape features to support contentbased retrieval applications. In the proposed strategy, different shape feature sets can be used in index trees constructed for object detection and shape similarity comparison respectively. There is a direct correspondence be...