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Unsupervised Joint Mining of Deep Features and Image Labels for Large-scale Radiology Image Categorization and Scene Recognition


Dec 27, 2017
Xiaosong Wang, Le Lu, Hoo-chang Shin, Lauren Kim, Mohammadhadi Bagheri, Isabella Nogues, Jianhua Yao, Ronald M. Summers

* WACV 2017. arXiv admin note: text overlap with arXiv:1603.07965 V2: supplementary material appended 

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Unsupervised Category Discovery via Looped Deep Pseudo-Task Optimization Using a Large Scale Radiology Image Database


Mar 25, 2016
Xiaosong Wang, Le Lu, Hoo-chang Shin, Lauren Kim, Isabella Nogues, Jianhua Yao, Ronald Summers


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Improving Computer-aided Detection using Convolutional Neural Networks and Random View Aggregation


Sep 15, 2015
Holger R. Roth, Le Lu, Jiamin Liu, Jianhua Yao, Ari Seff, Kevin Cherry, Lauren Kim, Ronald M. Summers

* IEEE Transactions on Medical Imaging, 28 September 2015, Volume:PP, Issue: 99 
* 2D vs 2.5D vs 3D inputs and comparison to other standard classifiers such as SVM have been addressed by more experimentation and two completely new sections and figures. Results and Discussions have been updated accordingly 

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Interleaved Text/Image Deep Mining on a Large-Scale Radiology Database for Automated Image Interpretation


May 04, 2015
Hoo-Chang Shin, Le Lu, Lauren Kim, Ari Seff, Jianhua Yao, Ronald M. Summers


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Anatomy-specific classification of medical images using deep convolutional nets


Apr 15, 2015
Holger R. Roth, Christopher T. Lee, Hoo-Chang Shin, Ari Seff, Lauren Kim, Jianhua Yao, Le Lu, Ronald M. Summers

* Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on Year: 2015 Pages: 101 - 104 
* Presented at: 2015 IEEE International Symposium on Biomedical Imaging, April 16-19, 2015, New York Marriott at Brooklyn Bridge, NY, USA 

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