With the goal of addressing the challenges of small. densely packed targets in remote sensing images. we propose a high-resolution instance segmentation model named QuadTransPointRend Net (QTPR-Net). This model significantly enhances instance segmentation performance in remote sensing images. https://cuttingedgecutleryco.shop/product-category/honing-steel/