ViT-Up: Implicit Feature Upsampling for Dense Prediction Without External Image Guidance

ViT-Up replaces shallow image encoders used for guided upsampling in dense prediction tasks with layer-wise internal ViT features, avoiding feature leakage and fragmentation common in prior methods. Targets semantic segmentation and depth estimation where patch-token grid resolution is a bottleneck.