Search Results for author: Ricardo Gonzalez

Found 6 papers, 0 papers with code

Investigating Use Cases of AI-Powered Scene Description Applications for Blind and Low Vision People

no code implementations22 Mar 2024 Ricardo Gonzalez, Jazmin Collins, Shiri Azenkot, Cynthia Bennett

"Scene description" applications that describe visual content in a photo are useful daily tools for blind and low vision (BLV) people.

Performance of externally validated machine learning models based on histopathology images for the diagnosis, classification, prognosis, or treatment outcome prediction in female breast cancer: A systematic review

no code implementations9 Dec 2023 Ricardo Gonzalez, Peyman Nejat, Ashirbani Saha, Clinton J. V. Campbell, Andrew P. Norgan, Cynthia Lokker

The aim of this systematic review was to assess the performance of externally validated ML models based on histopathology images for diagnosis, classification, prognosis, or treatment outcome prediction in female breast cancer.

Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities

no code implementations6 Dec 2023 Ricardo Gonzalez, Ashirbani Saha, Clinton J. V. Campbell, Peyman Nejat, Cynthia Lokker, Andrew P. Norgan

This paper discusses some overlooked challenges faced when working with machine learning models for histopathology and presents a novel opportunity to support "Learning Health Systems" with them.

A Preliminary Investigation into Search and Matching for Tumour Discrimination in WHO Breast Taxonomy Using Deep Networks

no code implementations22 Aug 2023 Abubakr Shafique, Ricardo Gonzalez, Liron Pantanowitz, Puay Hoon Tan, Alberto Machado, Ian A Cree, Hamid R. Tizhoosh

Searchable digital atlases can provide pathologists with patch matching tools allowing them to search among evidently diagnosed and treated archival cases, a technology that may be regarded as computational second opinion.

Patch Matching

Immunohistochemistry Biomarkers-Guided Image Search for Histopathology

no code implementations24 Apr 2023 Abubakr Shafique, Morteza Babaie, Ricardo Gonzalez, H. R. Tizhoosh

In this work, we are proposing a targeted image search approach, inspired by the pathologists workflow, which may use information from multiple IHC biomarker images when available.

Image Retrieval

Composite Biomarker Image for Advanced Visualization in Histopathology

no code implementations24 Apr 2023 Abubakr Shafique, Morteza Babaie, Ricardo Gonzalez, Adrian Batten, Soma Sikdar, H. R. Tizhoosh

In the first step, IHC biomarker images are aligned with the H&E images using one coordinate system and orientation.

whole slide images

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