importance 9/10partially solvedAI in cancer detectiononcologystage: research
Problem
Detecting and classifying breast cancer from histopathology images automatically, since manual analysis is essential but challenging.
Why it matters
Breast cancer is a leading cause of death in women worldwide.
What the AI did
This is a review surveying deep learning algorithms for breast cancer detection/classification from histopathology images, covering datasets, architectures, strengths, weaknesses and challenges.
Results
not stated in source
Impact
Summarizes the state of the art; no new performance is demonstrated in the abstract.
Record
Venue
Cancer Biomarkers
Published
2024
Work type
article
Authors
Lakshmi Priya C V, Vinai George Biju, Vinod B R, Sivakumar Ramachandran
deep learning, breast cancer, histopathology, image classification, review
Importance rating
9/ 10
major — millions of lives, an industry or a field
Abstract states breast cancer is one of the leading causes of death in women worldwide; automated histopathology detection/classification could aid diagnosis; review summarizes state of the art with no new results.
Basis: stated.
The source itself states the scale.
Stated scale: one of the leading causes of death in women worldwide. Method and limits.