Object detection in remote sensing images (RSIs) remains a challenging task due to complex variations in object scale, dense arrangements, and arbitrary orientations. Compared to the widely used ...

Second, a prior-guided dual-reference feature enhancement module (PDFEM) is proposed to enhance the representation of objects further. Specifically, the explicit object-object relationship allows ...

UNINEXT reformulates diverse instance perception tasks into a unified object discovery and retrieval paradigm and can flexibly perceive different types of objects by simply changing the input prompts.

2) It models the diffusion process using a point set representation, which can better handle appearance variations for more precise localization. One side benefit is that DiffusionTrack greatly ...