2026
NAF: Zero-Shot Feature Upsampling via Neighborhood Attention Filtering
CVPR 2026
Vision Foundation Models (VFMs) extract spatially downsampled representations, posing challenges for pixel-level tasks. Existing upsampling approaches face a fundamental trade-off: classical filters are fast and broadly applicable but rely on fixed forms, while modern upsamplers achieve superior acc