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Does VGGT Know What It Does Not Know?

Paper recorded by Signals 4 on 2026-10-26 in cs.LG. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-26 on arXiv · recorded by Signals 4 on 2026-10-27

Category: cs.LG · 机器学习 · first seen 2026-10-27

Abstract

Feed-forward 3D reconstruction models such as VGGT regress cameras and geometry in a single forward pass, but they report no uncertainty for the camera poses they predict: an incorrect relative pose looks no different from a correct one. We ask whether the frozen model nonetheless knows when its pose is wrong. On HardMatch, a benchmark of 1,000 deliberately difficult image pairs on which VGGT fail

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#166 most recent of 749 cs.LG papers we have recorded · ↑ newer: Information-Theoretic Secure Aggregation With Heterogeneous Client Qua · ↓ older: FOCUS: Active Critic Learning for Long-Horizon Language Model Agents
Cite this page: Does VGGT Know What It Does Not Know?: the #166 most recent of 749 cs.LG papers we have recorded (as of 2026-10-26). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/does-vggt-know-what-it-does-not-know.html
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