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Plausible but Unimplantable: A Trustworthiness Audit of Shape Completion Foundation Models for Cranial Defect Reconstruction

Paper recorded by Signals 4 on 2026-10-21 in cs.CV. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-21 on arXiv · recorded by Signals 4 on 2026-10-22

Category: cs.CV · 计算机视觉 · first seen 2026-10-22

Abstract

A patient who has lost part of the skull vault needs an implant that fits the defect exactly, and such implants are still drawn by hand in CAD by specialists, which makes each case slow and expensive. The task can be considered as a shape completion problem, so pretrained completion models, and now the first shape completion foundation models, look like a way to remove that manual step. We audited

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#194 most recent of 756 cs.CV papers we have recorded · ↑ newer: Attn-Forcing: Learning Full-Context Attention Proxies for Streaming Vi · ↓ older: RealMe: Immersive Volumetric Video from Minimal Captures
Cite this page: Plausible but Unimplantable: A Trustworthiness Audit of Shape Completion Foundation Models for Cranial Defect Reconstruction: the #194 most recent of 756 cs.CV papers we have recorded (as of 2026-10-21). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/plausible-but-unimplantable-a-trustworthiness-audit-of-shape-completion-foundati.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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