Segmentation label propagation using deep convolutional neural networks and dense conditional random field. - Mingchen Gao; Ziyue Xu 001; Le Lu 001; Aaron Wu; Isabella Nogues; Ronald M. Summers; Daniel J. Mollura (ISBI, 2016)

Automatic Lymph Node Cluster Segmentation Using Holistically-Nested Neural Networks and Structured Optimization in CT Images. - Isabella Nogues; Le Lu 001; Xiaosong Wang 001; Holger Roth; Gedas Bertasius; Nathan Lay; Jianbo Shi; Yohannes Tsehay; Ronald M. Summers (MICCAI (2), 2016)

Accurate 3D bone segmentation in challenging CT images: Bottom-up parsing and contextualized optimization. - Le Lu 001; Dijia Wu; Nathan Lay; David Liu; Isabella Nogues; Ronald M. Summers (WACV, 2016)

Unsupervised Category Discovery via Looped Deep Pseudo-Task Optimization Using a Large Scale Radiology Image Database. - Xiaosong Wang 001; Le Lu 001; Hoo-Chang Shin; Lauren Kim; Isabella Nogues; Jianhua Yao 001; Ronald M. Summers (CoRR, 2016)

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning. - Hoo-Chang Shin; Holger R. Roth; Mingchen Gao; Le Lu 001; Ziyue Xu 001; Isabella Nogues; Jianhua Yao 001; Daniel J. Mollura; Ronald M. Summers (IEEE Trans. Medical Imaging, 2016)

Unsupervised Joint Mining of Deep Features and Image Labels for Large-Scale Radiology Image Categorization and Scene Recognition. - Xiaosong Wang 001; Le Lu 001; Hoo-Chang Shin; Lauren Kim; Mohammadhadi Bagheri; Isabella Nogues; Jianhua Yao 001; Ronald M. Summers (WACV, 2017)

DeepPap: Deep Convolutional Networks for Cervical Cell Classification. - Ling Zhang 002; Le Lu 001; Isabella Nogues; Ronald M. Summers; Shaoxiong Liu; Jianhua Yao 001 (IEEE J. Biomed. Health Informatics, 2017)

Three Aspects on Using Convolutional Neural Networks for Computer-Aided Detection in Medical Imaging. - Hoo-Chang Shin; Holger R. Roth; Mingchen Gao; Le Lu 001; Ziyue Xu 001; Isabella Nogues; Jianhua Yao 001; Daniel J. Mollura; Ronald M. Summers (Deep Learning and Convolutional Neural Networks for Medical Image Computing, 2017)

3D Graph Anatomy Geometry-Integrated Network for Pancreatic Mass Segmentation, Diagnosis, and Quantitative Patient Management. - Tianyi Zhao; Kai Cao; Jiawen Yao; Isabella Nogues; Le Lu 001; Lingyun Huang; Jing Xiao 006; Zhaozheng Yin; Ling Zhang 002 (CVPR, 2021)