Interactive object detection paves a promising way to alleviate the annotation burden, particularly for size-limited instances in remote sensing images. While early studies emphasize fortifying object representations through click-based interactions, the alternative strategy of harnessing image as a prior to derive informative clicks remains largely under-explored—despite its substantial potential in advancing interactive understanding. To address this limitation, we devise a CycLIc Querying (CL