Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images
Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images
Segmentation of ultra-high resolution images is increasingly demanded, yet poses significant challenges for algorithm efficiency, in particular considering the (GPU) memory limits. Current approaches either down-sample an ultra-high resolution image, or crop it into small patches for separate processing. In either way, the loss of local fine details or global …