Search Results for author: Javier Oliver Moll

Found 3 papers, 0 papers with code

Siamese Content-based Search Engine for a More Transparent Skin and Breast Cancer Diagnosis through Histological Imaging

no code implementations16 Jan 2024 Zahra Tabatabaei, Adrián Colomer, Javier Oliver Moll, Valery Naranjo

The Breast-twins model achieves 70% of the F1score at the top first, which exceeds the other state-of-the-art methods at a higher amount of K such as 5 and 400.

Image Retrieval Retrieval

Towards More Transparent and Accurate Cancer Diagnosis with an Unsupervised CAE Approach

no code implementations19 May 2023 Zahra Tabatabaei, Adrian colomer, Javier Oliver Moll, Valery Naranjo

UCBMIR outperformed previous studies, achieving a top 5 recall of 99% and 80% on BreaKHis and SICAPv2, respectively, using the first evaluation technique.

Medical Image Retrieval Retrieval +1

WWFedCBMIR: World-Wide Federated Content-Based Medical Image Retrieval

no code implementations5 May 2023 Zahra Tabatabaei, Yuandou Wang, Adrián Colomer, Javier Oliver Moll, Zhiming Zhao, Valery Naranjo

The study shows that the FedCBMIR method increases the F1-Score (F1S) of each client to 98%, 96%, 94%, and 97% in the BreaKHis experiment with a generalized model of four magnifications and does so in 6. 30 hours less time than total local training.

Federated Learning Medical Image Retrieval +2

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