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One View Is Enough: In-the-Wild Monocular Pretraining for Novel View Generation
Monocular pretraining lifts single images into pseudo-target views via depth and reprojection, yielding OVIE, which rivals multi-view baselines at 116 FPS without inference-time depth or multi-view training pairs.
Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026 · ▲ 5 on Hugging Face · Code ★ 82
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AI panel: 16 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 4/5