Do Accuracy Gains Reflect Genuine Visual Understanding? A Multi-Model Evaluation of Vision-Language Models in Thoracic Imaging.
- DOI
- 10.1007/s10278-026-02217-2
- Published
- 2026-08-26
- Container
- J Imaging Inform Med
- Publisher
- Not recorded
- Open access
- no
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Cite this work
BibTeX
@article{allodium:10.1007/s10278-026-02217-2,
title = {Do Accuracy Gains Reflect Genuine Visual Understanding? A Multi-Model Evaluation of Vision-Language Models in Thoracic Imaging.},
author = {Song J and Jeong WG and Ko H and Hwang EJ and Lee T.},
year = {2026},
journal = {J Imaging Inform Med},
doi = {10.1007/s10278-026-02217-2},
url = {https://doi.org/10.1007/s10278-026-02217-2}
}RIS
TY - JOUR TI - Do Accuracy Gains Reflect Genuine Visual Understanding? A Multi-Model Evaluation of Vision-Language Models in Thoracic Imaging. AU - Song J AU - Jeong WG AU - Ko H AU - Hwang EJ AU - Lee T. PY - 2026 JO - J Imaging Inform Med DO - 10.1007/s10278-026-02217-2 UR - https://doi.org/10.1007/s10278-026-02217-2 ER -
APA
J, S., WG, J., H, K., EJ, H., & T., L. (2026). Do Accuracy Gains Reflect Genuine Visual Understanding? A Multi-Model Evaluation of Vision-Language Models in Thoracic Imaging.. J Imaging Inform Med. https://doi.org/10.1007/s10278-026-02217-2
Source records
- europe-pmc · retrieved 2026-09-25T11:48:25.622Z