Look, Investigate, and Classify: A Deep Hybrid Attention Method for Breast Cancer Classification

no code implementations • 28 Feb 2019 • Bolei Xu, Jingxin Liu, Xianxu Hou, Bozhi Liu, Jon Garibaldi, Ian O. Ellis, Andy Green, Linlin Shen, Guoping Qiu

In this paper, we present a novel deep hybrid attention approach to breast cancer classification.

Cancer Classification General Classification

An End-to-End Deep Learning Histochemical Scoring System for Breast Cancer Tissue Microarray

no code implementations • 19 Jan 2018 • Jingxin Liu, Bolei Xu, Chi Zheng, Yuanhao Gong, Jon Garibaldi, Daniele Soria, Andew Green, Ian O. Ellis, Wenbin Zou, Guoping Qiu

To the best of our knowledge, this is the first end-to-end system that takes a TMA image as input and directly outputs a clinical score.

Decision Making