Valery Naranjo

Granulometry-Based Descriptor for Pathological Tissue Discrimination in Histopathological Images

2018

Prostate cancer is one of the types of cancer with the highest incidence in humans. In particular, prostate cancer is the main cause of death from cancer in men over 70 years of age. The …

Constrained unsupervised anomaly segmentation

2022 · Medical Image Analysis

Current unsupervised anomaly localization approaches rely on generative models to learn the distribution of normal images, which is later used to identify potential anomalous regions derived from errors on the reconstructed images. To address the …

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

2023 · Research Square

<title>Abstract</title> Background: Digital pathology has significantly impacted the cancer diagnosis field, with Content-Based Medical Image Retrieval (CBMIR) emerging as a powerful tool for analyzing histopathological Whole Slide Images (WSIs). CBMIR allows users to search a …