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Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning


Oct 17, 2022
Kangning Liu, Weicheng Zhu, Yiqiu Shen, Sheng Liu, Narges Razavian, Krzysztof J. Geras, Carlos Fernandez-Granda

* The first two authors contribute equally. The last two authors are joint last authors 

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3D-GMIC: an efficient deep neural network to find small objects in large 3D images


Oct 16, 2022
Jungkyu Park, Jakub Chłędowski, Stanisław Jastrzębski, Jan Witowski, Yanqi Xu, Linda Du, Sushma Gaddam, Eric Kim, Alana Lewin, Ujas Parikh, Anastasia Plaunova, Sardius Chen, Alexandra Millet, James Park, Kristine Pysarenko, Shalin Patel, Julia Goldberg, Melanie Wegener, Linda Moy, Laura Heacock, Beatriu Reig, Krzysztof J. Geras


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MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images


Jul 14, 2022
Nasir Hayat, Krzysztof J. Geras, Farah E. Shamout


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Characterizing and overcoming the greedy nature of learning in multi-modal deep neural networks


Feb 10, 2022
Nan Wu, Stanisław Jastrzębski, Kyunghyun Cho, Krzysztof J. Geras


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Towards dynamic multi-modal phenotyping using chest radiographs and physiological data


Nov 04, 2021
Nasir Hayat, Krzysztof J. Geras, Farah E. Shamout

* Accepted in medical imaging meets NeurIPS 2021 

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Meta-repository of screening mammography classifiers


Aug 10, 2021
Benjamin Stadnick, Jan Witowski, Vishwaesh Rajiv, Jakub Chłędowski, Farah E. Shamout, Kyunghyun Cho, Krzysztof J. Geras

* 16 pages, 2 figures. Meta-repository available at https://www.github.com/nyukat/mammography_metarepository 

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Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis


Jun 15, 2021
Kangning Liu, Yiqiu Shen, Nan Wu, Jakub Chłędowski, Carlos Fernandez-Granda, Krzysztof J. Geras

* The last two authors contributed equally. Accepted to Medical Imaging with Deep Learning (MIDL) 2021 

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COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction


Jan 25, 2021
Anuroop Sriram, Matthew Muckley, Koustuv Sinha, Farah Shamout, Joelle Pineau, Krzysztof J. Geras, Lea Azour, Yindalon Aphinyanaphongs, Nafissa Yakubova, William Moore


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COVID-19 Deterioration Prediction via Self-Supervised Representation Learning and Multi-Image Prediction


Jan 13, 2021
Anuroop Sriram, Matthew Muckley, Koustuv Sinha, Farah Shamout, Joelle Pineau, Krzysztof J. Geras, Lea Azour, Yindalon Aphinyanaphongs, Nafissa Yakubova, William Moore


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Differences between human and machine perception in medical diagnosis


Nov 28, 2020
Taro Makino, Stanislaw Jastrzebski, Witold Oleszkiewicz, Celin Chacko, Robin Ehrenpreis, Naziya Samreen, Chloe Chhor, Eric Kim, Jiyon Lee, Kristine Pysarenko, Beatriu Reig, Hildegard Toth, Divya Awal, Linda Du, Alice Kim, James Park, Daniel K. Sodickson, Laura Heacock, Linda Moy, Kyunghyun Cho, Krzysztof J. Geras


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