Attention Is All You Need: A Universal Augmented Reality Surgical Navigation Framework
- 1Department of Oral Implantology & State Key Laboratory of Oral Diseases and National Clinical Research Center for Oral Diseases, West China Hospital of Stomatol
Abstract
Hard-tissue surgery requires precise spatial control, while conventional computer-assisted navigation presents guidance separately from the operative field. Augmented reality can bring navigation information closer to the surgeon, but how best to translate this information into intuitive intraoperative guidance remains underexplored. We therefore developed an augmented reality navigation system (ANS) that translates real-time deviations from the planned trajectory into co-located holographic action cues. Evaluation comprised typodont and ex vivo porcine experiments, a randomized crossover study in 40 dental trainees, and eight clinical cases. In porcine mandibles, ANS showed lower angular deviation than static and dynamic navigation (1.78{degrees} vs 6.42{degrees} and 4.02{degrees}). Among trainees, accuracy was comparable with dynamic navigation, while workload was lower (29.18 vs 33.15), usability higher (73.13 vs 68.88), and visual-focus ratings improved (3.55 vs 2.28). Clinical cases supported feasibility. These findings support co-located action guidance as an alternative interface paradigm for surgical navigation.
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BibTeX
@misc{zhao2026attention,
title = {{Attention Is All You Need: A Universal Augmented Reality Surgical Navigation Framework}},
author = {D. Zhao and Y. Qiu and Y. Guo and X. Luo and Y. Liu and X. Li and H. Chen and X. Cai and T. Tian},
howpublished = {medRxiv},
year = {2026},
month = sep,
doi = {10.64898/2026.09.20.26363284},
url = {https://www.medrxiv.org/content/10.64898/2026.09.20.26363284v1},
note = {CC BY-NC-ND},
}
RIS
TY - UNPB
TI - Attention Is All You Need: A Universal Augmented Reality Surgical Navigation Framework
AU - D. Zhao
AU - Y. Qiu
AU - Y. Guo
AU - X. Luo
AU - Y. Liu
AU - X. Li
AU - H. Chen
AU - X. Cai
AU - T. Tian
PY - 2026
DA - 2026/09/20
PB - medRxiv
DO - 10.64898/2026.09.20.26363284
UR - https://www.medrxiv.org/content/10.64898/2026.09.20.26363284v1
AB - Hard-tissue surgery requires precise spatial control, while conventional computer-assisted navigation presents guidance separately from the operative field. Augmented reality can bring navigation information closer to the surgeon, but how best to translate this information into intuitive intraoperative guidance remains underexplored. We therefore developed an augmented reality navigation system (ANS) that translates real-time deviations from the planned trajectory into co-located holographic action cues. Evaluation comprised typodont and ex vivo porcine experiments, a randomized crossover study in 40 dental trainees, and eight clinical cases. In porcine mandibles, ANS showed lower angular deviation than static and dynamic navigation (1.78{degrees} vs 6.42{degrees} and 4.02{degrees}). Among trainees, accuracy was comparable with dynamic navigation, while workload was lower (29.18 vs 33.15), usability higher (73.13 vs 68.88), and visual-focus ratings improved (3.55 vs 2.28). Clinical cases supported feasibility. These findings support co-located action guidance as an alternative interface paradigm for surgical navigation.
ER -