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This paper proposes a novel Shift with Importance Sampling (SIS) scheme to improve the efficiency in DPM-based object detection but maintain its high accuracy. For fast and efficient object detection, the cascade-boosting structure is the commonly-used approach in the literature. However, its detection performance is quite lower due to non-robust features and a fully-scanning on image especially when...