Search Results for author: Fernando Pérez-García

Found 13 papers, 5 papers with code

RAD-DINO: Exploring Scalable Medical Image Encoders Beyond Text Supervision

no code implementations19 Jan 2024 Fernando Pérez-García, Harshita Sharma, Sam Bond-Taylor, Kenza Bouzid, Valentina Salvatelli, Maximilian Ilse, Shruthi Bannur, Daniel C. Castro, Anton Schwaighofer, Matthew P. Lungren, Maria Wetscherek, Noel Codella, Stephanie L. Hyland, Javier Alvarez-Valle, Ozan Oktay

We introduce RAD-DINO, a biomedical image encoder pre-trained solely on unimodal biomedical imaging data that obtains similar or greater performance than state-of-the-art biomedical language supervised models on a diverse range of benchmarks.

Semantic Segmentation

Region-based Contrastive Pretraining for Medical Image Retrieval with Anatomic Query

no code implementations9 May 2023 Ho Hin Lee, Alberto Santamaria-Pang, Jameson Merkow, Ozan Oktay, Fernando Pérez-García, Javier Alvarez-Valle, Ivan Tarapov

We introduce a novel Region-based contrastive pretraining for Medical Image Retrieval (RegionMIR) that demonstrates the feasibility of medical image retrieval with similar anatomical regions.

Anatomy Contrastive Learning +2

Transfer Learning of Deep Spatiotemporal Networks to Model Arbitrarily Long Videos of Seizures

1 code implementation22 Jun 2021 Fernando Pérez-García, Catherine Scott, Rachel Sparks, Beate Diehl, Sébastien Ourselin

We demonstrate that an STCNN trained on a HAR dataset can be used in combination with an RNN to accurately represent arbitrarily long videos of seizures.

Action Recognition Management +2

Cannot find the paper you are looking for? You can Submit a new open access paper.