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Pixel Perfect Depth

By Xiaomi
Pixel-Perfect Depth introduces a generative depth estimator that performs diffusion directly in pixel space without a VAE. It leverages semantics-prompted diffusion transformers to produce accurate, smooth depth maps whose reconstructed point clouds avoid typical flying-pixel artifacts. The method targets strong geometric quality for downstream 3D reconstruction and point-cloud applications.
New Image Gen 4
Released: October 1, 2025

Overview

Pixel-Perfect Depth is a monocular depth estimation model that uses pixel-space diffusion transformers to predict high-quality, flying-pixel-free depth maps for dense point clouds, accepted at NeurIPS 2025.

About Xiaomi

Fondată în aprilie 2010 ca o companie producătoare de electronice de larg consum și dispozitive smart, cu smartphone-uri și hardware smart conectate prin intermediul platformei IoT.

Website: mi.com
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Last updated: January 14, 2026
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