Concepedia

Predicting Axillary Lymph Node Metastasis in Early Breast Cancer Using Deep Learning on Primary Tumor Biopsy Slides

Feng Xu, Chuang Zhu, Wen‐Qi Tang, Ying Wang, Yu Zhang, Jie Li, Hongchuan Jiang, Zhongyue Shi, Jun Liu, Mulan Jin

Frontiers in Oncology · 2021 · 49 citations · 39 references

Open access

Abstract

Our study provides a novel DL-based biomarker on primary tumor CNB slides to predict the metastatic status of ALN preoperatively for patients with EBC.

References

39

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 214.9K citations · Full text

Image Classification, Deep Neural Networks, Machine Vision +14

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.5K citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

Very Deep Convolutional Networks for Large-Scale Image Recognition

Karen Simonyan, Andrew Zisserman · arXiv (Cornell University) · 2014 · 75.4K citations · Full text

Geometric Learning, Convolutional Neural Network, Engineering +16

ImageNet: A large-scale hierarchical image database

Jia Deng, Wei Dong, Richard Socher et al. · 2009 IEEE Conference on Computer Vision and Pattern Recognition · 2009 · 60.2K citations

Engineering, Machine Learning, Image Retrieval +21

Densely Connected Convolutional Networks

Gao Huang, Zhuang Liu, Laurens van der Maaten et al. · 2017 · 43.3K citations

Geometric Learning, Convolutional Neural Network, Engineering +16