Assessing multimodal large language models for localizing dental implant fixtures on panoramic radiographs

This benchmark clarifies the current capabilities and limitations of multimodal LLMs for implant-related radiographic workflows.

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Publication Details

Journal
Journal of Dentistry
Published
2026-02-17
DOI
https://doi.org/10.1016/j.jdent.2026.106580
Primary Topic
Dental Radiography and Imaging
Type
article
Field-Weighted Citation Impact
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article

Assessing multimodal large language models for localizing dental implant fixtures on panoramic radiographs

Naoya Kakimoto, Tzu‐Yu Peng, Tsuyoshi Taji, Yuichi Mine et al.
Journal of Dentistry
Dental Radiography and Imaging
article

Assessing multimodal large language models for localizing dental implant fixtures on panoramic radiographs

Naoya Kakimoto, Tzu‐Yu Peng, Tsuyoshi Taji, Yuichi Mine, Takeshi MURAYAMA, Saori Takeda, Shota Okazaki
article en

Abstract

This benchmark clarifies the current capabilities and limitations of multimodal LLMs for implant-related radiographic workflows.

Journal of DentistryVol. 168
Hiroshima University (JP), Sapporo Minami Hospital (JP), Taipei Medical University (TW)
Quality Education
Openalex Percentile: Top 55%
Dental Radiography and Imaging
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