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One Scene, Two Depths: Probing Geometric Ambiguity in Monocular Foundation Models

Hugging Face Daily Papers · 2026-06-28 Cached

Introduces MultiDepth-3k, a benchmark to evaluate depth-layer preferences in monocular depth foundation models, and shows Laplacian Visual Prompting can alter reported depth layers, suggesting complementary geometric hypotheses exist across models.

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