Feature Upsampling

Upsampling features is a key technology in computer vision, aimed at restoring the spatial resolution of deep features lost in dense prediction tasks such as segmentation and depth prediction, without affecting the original spatial characteristics of the deep features. This technique refines spatial information, improving the model's performance in zero-shot or few-shot scenarios, and enhancing the accuracy and robustness of downstream tasks.