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2020 – today
- 2026
[i13]David S. Restrepo, Miguel L. Martins, Chenwei Wu, Luis Filipe Nakayama, Diego M. Lopez, Stergios Christodoulidis, Maria Vakalopoulou, Enzo Ferrante:
On the Cone Effect and Modality Gap in Medical Vision-Language Embeddings. CoRR abs/2603.17246 (2026)- 2025
- [j1]Zitao Shuai, Chenwei Wu
, Zhengxu Tang, David S. Restrepo, Michael G. Morley, Luis Filipe Nakayama:
Enhancing AI-based diabetic retinopathy screening in low- and middle-income countries with synthetic data. J. Biomed. Informatics 172: 104938 (2025) - [c6]David S. Restrepo, Chenwei Wu, Zhengxu Tang, Zitao Shuai, Thao Nguyen Minh Phan, Jun-En Ding, Cong-Tinh Dao, Jack Gallifant, Robyn Gayle Dychiao, Jose Carlo Artiaga, André Hiroshi Bando, Carolina Pelegrini Barbosa Gracitelli, Vincenz Ferrer, Leo Anthony Celi, Danielle S. Bitterman, Michael G. Morley, Luis Filipe Nakayama:
Multi-OphthaLingua: A Multilingual Benchmark for Assessing and Debiasing LLM Ophthalmological QA in LMICs. AAAI 2025: 28321-28330 - [c5]Leonor Fernandes, Tiago Gonçalves, João Matos, Luis Filipe Nakayama, Jaime S. Cardoso:
Disentanglement and Assessment of Shortcuts in Ophthalmological Retinal Imaging Exams. FAIMI@MICCAI 2025: 208-217 - [c4]João Matos, Shan Chen, Siena Placino, Yingya Li, Juan Carlos Climent Pardo, Daphna Idan, Takeshi Tohyama, David S. Restrepo, Luis Filipe Nakayama, Jose M. M. Pascual-Leone, Guergana K. Savova, Hugo J. W. L. Aerts, Leo Anthony Celi, An-Kwok Ian Wong, Danielle S. Bitterman, Jack Gallifant:
WorldMedQA-V: a multilingual, multimodal medical examination dataset for multimodal language models evaluation. NAACL (Findings) 2025: 7203-7216 - [i12]Jonathan Fhima, Jan Van Eijgen, Lennert Beeckmans, Thomas Jacobs, Moti Freiman, Luis Filipe Nakayama, Ingeborg Stalmans, Chaim Baskin, Joachim A. Behar:
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling. CoRR abs/2503.01190 (2025) - [i11]Benjamin A. Cohen, Jonathan Fhima, Meishar Meisel, Meital Baskin, Luis Filipe Nakayama, Eran Berkowitz, Joachim A. Behar:
Benchmarking Ophthalmology Foundation Models for Clinically Significant Age Macular Degeneration Detection. CoRR abs/2505.05291 (2025) - [i10]Cindy Lie Tabuse, David Restepo, Carolina Pelegrini Barbosa Gracitelli, Fernando Korn Malerbi, Caio Regatieri, Luis Filipe Nakayama:
Evaluating Large Language Models for Multimodal Simulated Ophthalmic Decision-Making in Diabetic Retinopathy and Glaucoma Screening. CoRR abs/2507.01278 (2025) - [i9]Leonor Fernandes, Tiago Gonçalves, João Matos, Luis Filipe Nakayama, Jaime S. Cardoso:
Disentanglement and Assessment of Shortcuts in Ophthalmological Retinal Imaging Exams. CoRR abs/2507.09640 (2025) - 2024
- [c3]Maria Miguel Beirão, João Matos, Tiago Gonçalves, Camila Kase, Luis Filipe Nakayama, Denise de Freitas, Jaime S. Cardoso:
Classification of Keratitis from Eye Corneal Photographs using Deep Learning. BIBM 2024: 3060-3065 - [c2]David S. Restrepo, Luis Filipe Nakayama, Robyn Gayle Dychiao, Chenwei Wu, Liam G. McCoy, Jose Carlo Artiaga, Marisa Cobanaj, João Matos, Jack Gallifant, Danielle S. Bitterman, Vincenz Ferrer, Yindalon Aphinyanaphongs, Leo Anthony Celi:
Seeing Beyond Borders: Evaluating LLMs in Multilingual Ophthalmological Question Answering. ICHI 2024: 565-566 - [i8]David S. Restrepo, Chenwei Wu, Constanza Vásquez-Venegas, Luis Filipe Nakayama, Leo Anthony Celi, Diego M. López:
DF-DM: A foundational process model for multimodal data fusion in the artificial intelligence era. CoRR abs/2404.12278 (2024) - [i7]David S. Restrepo, Chenwei Wu, Sebastián Andrés Cajas, Luis Filipe Nakayama, Leo Anthony Celi, Diego M. López:
Multimodal Deep Learning for Low-Resource Settings: A Vector Embedding Alignment Approach for Healthcare Applications. CoRR abs/2406.02601 (2024) - [i6]Dilermando Queiroz, Anderson Carlos, Maíra Fatoretto, André Anjos, Lilian Berton, Luis Filipe Nakayama:
Does Data-Efficient Generalization Exacerbate Bias in Foundation Models? CoRR abs/2408.16154 (2024) - [i5]João Matos, Shan Chen, Siena Placino, Yingya Li, Juan Carlos Climent Pardo, Daphna Idan, Takeshi Tohyama, David S. Restrepo, Luis Filipe Nakayama, Jose M. M. Pascual-Leone, Guergana Savova, Hugo J. W. L. Aerts, Leo A. Celi, An-Kwok Ian Wong, Danielle S. Bitterman, Jack Gallifant:
WorldMedQA-V: a multilingual, multimodal medical examination dataset for multimodal language models evaluation. CoRR abs/2410.12722 (2024) - [i4]Maria Miguel Beirão, João Matos, Tiago Gonçalves, Camila Kase, Luis Filipe Nakayama, Denise de Freitas, Jaime S. Cardoso:
Classification of Keratitis from Eye Corneal Photographs using Deep Learning. CoRR abs/2411.08935 (2024) - [i3]David S. Restrepo, Chenwei Wu, Zhengxu Tang, Zitao Shuai, Thao Nguyen Minh Phan, Jun-En Ding, Cong-Tinh Dao, Jack Gallifant, Robyn Gayle Dychiao, Jose Carlo Artiaga, André Hiroshi Bando, Carolina Pelegrini Barbosa Gracitelli, Vincenz Ferrer, Leo Anthony Celi, Danielle S. Bitterman, Michael G. Morley, Luis Filipe Nakayama:
Multi-OphthaLingua: A Multilingual Benchmark for Assessing and Debiasing LLM Ophthalmological QA in LMICs. CoRR abs/2412.14304 (2024) - 2023
- [c1]Chenwei Wu, Xiyu Yang, Emil Ghitman Gilkes, Hanwen Cui, Jiheon Choi, Na Sun, Ziqian Liao, Bo Fan, Mauricio Santillana, Leo A. Celi, Paolo Silva, Luis Filipe Nakayama:
De-identification and Obfuscation of Gender Attributes from Retinal Scans. CLIP/FAIMI/EPIMI@MICCAI 2023: 91-101 - [i2]Luis Filipe Nakayama, João Matos, Justin Quion, Frederico Novaes, William Greig Mitchell, Rogers Mwavu, Ju-Yi Ji Hung, Alvina Pauline dy Santiago, Warachaya Phanphruk, Jaime S. Cardoso, Leo Anthony Celi:
Unmasking Biases and Navigating Pitfalls in the Ophthalmic Artificial Intelligence Lifecycle: A Review. CoRR abs/2310.04997 (2023) - [i1]Yevgeniy Men, Jonathan Fhima, Leo Anthony Celi, Lucas Zago Ribeiro, Luis Filipe Nakayama, Joachim A. Behar:
DRStageNet: Deep Learning for Diabetic Retinopathy Staging from Fundus Images. CoRR abs/2312.14891 (2023)
Coauthor Index
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