Two-Step Semiautomated Classification of Choroidal Metastases on MRI: Orbit Localization via Bounding Boxes Followed by Binary Classification via Evolutionary Strategies

The semiautomated pipeline from brain MRI slices to choroidal metastasis classification demonstrates the utility of a sequential localization and classification approach, and clinical relevance for identifying small, "corner-of-the-image," easily overlooked lesions. Artificial Intelligence Level of Evidence: 5B.

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Publication Details

Journal
American Journal of Neuroradiology
Published
2025-09-09
DOI
https://doi.org/10.3174/ajnr.a8998
Primary Topic
Ocular Oncology and Treatments
Type
article
Field-Weighted Citation Impact
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article

Two-Step Semiautomated Classification of Choroidal Metastases on MRI: Orbit Localization via Bounding Boxes Followed by Binary Classification via Evolutionary Strategies

Hrithwik Shalu, Jiyun Shi, Andrei I. Holodny, Sofia Haque et al.
American Journal of Neuroradiology
Ocular Oncology and Treatments
article

Two-Step Semiautomated Classification of Choroidal Metastases on MRI: Orbit Localization via Bounding Boxes Followed by Binary Classification via Evolutionary Strategies

Hrithwik Shalu, Jiyun Shi, Andrei I. Holodny, Sofia Haque, Joseph N. Stember, Bala McRae‐Posani
article en

Abstract

The semiautomated pipeline from brain MRI slices to choroidal metastasis classification demonstrates the utility of a sequential localization and classification approach, and clinical relevance for identifying small, "corner-of-the-image," easily overlooked lesions. Artificial Intelligence Level of Evidence: 5B.

American Journal of NeuroradiologyVol. 47(3)
Memorial Sloan Kettering Cancer Center (US), Cornell University (US), Indian Institute of Technology Madras (IN)
Openalex Percentile: Top 64%
Ocular Oncology and Treatments
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