2025
Pixel-Perfect Depth with Semantics-Prompted Diffusion Transformers
NeurIPS 2025poster
This paper presents **Pixel-Perfect Depth**, a monocular depth estimation model based on pixel-space diffusion generation that produces high-quality, flying-pixel-free point clouds from estimated depth maps. Current generative depth estimation models fine-tune Stable Diffusion and achieve impressive…