no code implementations • 2 Jun 2024 • David Restrepo, Chenwei Wu, Sebastián Andrés Cajas, Luis Filipe Nakayama, Leo Anthony Celi, Diego M López
Our paper investigates the efficiency and effectiveness of using vector embeddings from single-modal foundation models and multi-modal Vision-Language Models (VLMs) for multimodal deep learning in low-resource environments, particularly in healthcare.
1 code implementation • 18 Apr 2024 • David Restrepo, Chenwei Wu, Constanza Vásquez-Venegas, Luis Filipe Nakayama, Leo Anthony Celi, Diego M López
In the big data era, integrating diverse data modalities poses significant challenges, particularly in complex fields like healthcare.
no code implementations • 22 Dec 2023 • Yevgeniy Men, Jonathan Fhima, Leo Anthony Celi, Lucas Zago Ribeiro, Luis Filipe Nakayama, Joachim A. Behar
Diabetic retinopathy (DR) is a prevalent complication of diabetes associated with a significant risk of vision loss.