Robotics & Machine Learning Daily News2024,Issue(Jun.13) :135-138.

Patent Issued for Systems and methods for processing electronic images for compu tational detection methods (USPTO 11995903)

为用于恢复检测方法处理电子图像的系统和方法颁发的专利(USPTO 11995903)

Robotics & Machine Learning Daily News2024,Issue(Jun.13) :135-138.

Patent Issued for Systems and methods for processing electronic images for compu tational detection methods (USPTO 11995903)

为用于恢复检测方法处理电子图像的系统和方法颁发的专利(USPTO 11995903)

扫码查看

摘要

新闻编辑从发明人提供的背景信息中获得了以下引文:“组织病理学的机器学习和深度学习模式LS的性能可能受到用于训练这些模型的注释考试样本的数量和质量的限制。关于监督图像分类问题的大规模实验表明,模型性能继续提高,手动注释这些海量的数据在时间和成本上都是非常昂贵的,而且在确保系统在临床相关水平上运行和跨机构推广方面可能是一个严重的限制。

Abstract

News editors obtained the following quote from the background information suppli ed by the inventors: “The performance of machine learning and deep learning mode ls for histopathology may be limited by the volume and quality of annotated exam ples used to train these models. Large-scale experiments on supervised image cla ssification problems have shown that model performance continues to improve, up through an order of 50 million training examples. Manually annotating this volum e of data may be prohibitively expensive both in time and cost, and it can be a severe limitation in ensuring systems perform at a clinically relevant level and generalize across institutions.

Key words

Business/Cyborgs/Emerging Technologies/Machine Learning/Paige.AI Inc

引用本文复制引用

出版年

2024
Robotics & Machine Learning Daily News

Robotics & Machine Learning Daily News

ISSN:
段落导航相关论文