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DepthMaster: Unified Monocular Depth Estimation for Perspective and Panoramic Images

DepthMaster unifies monocular metric depth estimation for perspective and panoramic images via patch decomposition, a correspondence consistency loss, and virtual projection priors, achieving state-of-the-art zero-shot results across 13 datasets.

Pengfei Wang, Shihao Wang, liyi chen, Zhiyuan Ma and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 3/5