Remote sensing image super-resolution and object detection: Benchmark and state of the art

•High spatial resolution dataset for small object detection in Remote Sensing images.•State-of-the-art MCGR network for object detection in Remote Sensing (RS) images.•The model achieved state-of-the-art performance on other aerial datasets.•Flexibility to adapt to other object detectors as final detectors.