Machine learning in breast MRI
Reig, Beatriu, Heacock, Laura, Geras, Krzysztof J., Moy, Linda
Published in Journal of magnetic resonance imaging (01.10.2020)
Published in Journal of magnetic resonance imaging (01.10.2020)
Get full text
Journal Article
Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening
Wu, Nan, Phang, Jason, Park, Jungkyu, Shen, Yiqiu, Huang, Zhe, Zorin, Masha, Jastrzebski, Stanislaw, Fevry, Thibault, Katsnelson, Joe, Kim, Eric, Wolfson, Stacey, Parikh, Ujas, Gaddam, Sushma, Lin, Leng Leng Young, Ho, Kara, Weinstein, Joshua D., Reig, Beatriu, Gao, Yiming, Toth, Hildegard, Pysarenko, Kristine, Lewin, Alana, Lee, Jiyon, Airola, Krystal, Mema, Eralda, Chung, Stephanie, Hwang, Esther, Samreen, Naziya, Kim, S. Gene, Heacock, Laura, Moy, Linda, Cho, Kyunghyun, Geras, Krzysztof J.
Published in IEEE transactions on medical imaging (01.04.2020)
Published in IEEE transactions on medical imaging (01.04.2020)
Get full text
Journal Article
An interpretable classifier for high-resolution breast cancer screening images utilizing weakly supervised localization
Shen, Yiqiu, Wu, Nan, Phang, Jason, Park, Jungkyu, Liu, Kangning, Tyagi, Sudarshini, Heacock, Laura, Kim, S. Gene, Moy, Linda, Cho, Kyunghyun, Geras, Krzysztof J.
Published in Medical image analysis (01.02.2021)
Published in Medical image analysis (01.02.2021)
Get full text
Journal Article
Prediction of Total Knee Replacement and Diagnosis of Osteoarthritis by Using Deep Learning on Knee Radiographs: Data from the Osteoarthritis Initiative
Leung, Kevin, Zhang, Bofei, Tan, Jimin, Shen, Yiqiu, Geras, Krzysztof J, Babb, James S, Cho, Kyunghyun, Chang, Gregory, Deniz, Cem M
Published in Radiology (01.09.2020)
Published in Radiology (01.09.2020)
Get full text
Journal Article
Artificial intelligence system reduces false-positive findings in the interpretation of breast ultrasound exams
Shen, Yiqiu, Shamout, Farah E, Oliver, Jamie R, Witowski, Jan, Kannan, Kawshik, Park, Jungkyu, Wu, Nan, Huddleston, Connor, Wolfson, Stacey, Millet, Alexandra, Ehrenpreis, Robin, Awal, Divya, Tyma, Cathy, Samreen, Naziya, Gao, Yiming, Chhor, Chloe, Gandhi, Stacey, Lee, Cindy, Kumari-Subaiya, Sheila, Leonard, Cindy, Mohammed, Reyhan, Moczulski, Christopher, Altabet, Jaime, Babb, James, Lewin, Alana, Reig, Beatriu, Moy, Linda, Heacock, Laura, Geras, Krzysztof J
Published in Nature communications (24.09.2021)
Published in Nature communications (24.09.2021)
Get full text
Journal Article
Improving breast cancer diagnostics with deep learning for MRI
Witowski, Jan, Heacock, Laura, Reig, Beatriu, Kang, Stella K, Lewin, Alana, Pysarenko, Kristine, Patel, Shalin, Samreen, Naziya, Rudnicki, Wojciech, Łuczyńska, Elżbieta, Popiela, Tadeusz, Moy, Linda, Geras, Krzysztof J
Published in Science translational medicine (28.09.2022)
Published in Science translational medicine (28.09.2022)
Get more information
Journal Article
Artificial Intelligence Explained for Nonexperts
Razavian, Narges, Knoll, Florian, Geras, Krzysztof J
Published in Seminars in musculoskeletal radiology (01.02.2020)
Published in Seminars in musculoskeletal radiology (01.02.2020)
Get more information
Journal Article
An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department
Shamout, Farah E, Shen, Yiqiu, Wu, Nan, Kaku, Aakash, Park, Jungkyu, Makino, Taro, Jastrzębski, Stanisław, Witowski, Jan, Wang, Duo, Zhang, Ben, Dogra, Siddhant, Cao, Meng, Razavian, Narges, Kudlowitz, David, Azour, Lea, Moore, William, Lui, Yvonne W, Aphinyanaphongs, Yindalon, Fernandez-Granda, Carlos, Geras, Krzysztof J
Published in NPJ digital medicine (12.05.2021)
Published in NPJ digital medicine (12.05.2021)
Get full text
Journal Article
fastMRI: A Publicly Available Raw k-Space and DICOM Dataset of Knee Images for Accelerated MR Image Reconstruction Using Machine Learning
Knoll, Florian, Zbontar, Jure, Sriram, Anuroop, Muckley, Matthew J, Bruno, Mary, Defazio, Aaron, Parente, Marc, Geras, Krzysztof J, Katsnelson, Joe, Chandarana, Hersh, Zhang, Zizhao, Drozdzalv, Michal, Romero, Adriana, Rabbat, Michael, Vincent, Pascal, Pinkerton, James, Wang, Duo, Yakubova, Nafissa, Owens, Erich, Zitnick, C Lawrence, Recht, Michael P, Sodickson, Daniel K, Lui, Yvonne W
Published in Radiology. Artificial intelligence (29.01.2020)
Published in Radiology. Artificial intelligence (29.01.2020)
Get full text
Journal Article
Differences between human and machine perception in medical diagnosis
Makino, Taro, Jastrzębski, Stanisław, Oleszkiewicz, Witold, Chacko, Celin, Ehrenpreis, Robin, Samreen, Naziya, Chhor, Chloe, Kim, Eric, Lee, Jiyon, Pysarenko, Kristine, Reig, Beatriu, Toth, Hildegard, Awal, Divya, Du, Linda, Kim, Alice, Park, James, Sodickson, Daniel K, Heacock, Laura, Moy, Linda, Cho, Kyunghyun, Geras, Krzysztof J
Published in Scientific reports (27.04.2022)
Published in Scientific reports (27.04.2022)
Get full text
Journal Article
An efficient deep neural network to classify large 3D images with small objects
Park, Jungkyu, Chledowski, Jakub, Jastrzebski, Stanislaw, Witowski, Jan, Xu, Yanqi, Du, Linda, Gaddam, Sushma, Kim, Eric, Lewin, Alana, Parikh, Ujas, Plaunova, Anastasia, Chen, Sardius, Millet, Alexandra, Park, James, Pysarenko, Kristine, Patel, Shalin, Goldberg, Julia, Wegener, Melanie, Moy, Linda, Heacock, Laura, Reig, Beatriu, Geras, Krzysztof J.
Published in IEEE transactions on medical imaging (01.01.2024)
Published in IEEE transactions on medical imaging (01.01.2024)
Get full text
Journal Article
Globally-Aware Multiple Instance Classifier for Breast Cancer Screening
Shen, Yiqiu, Wu, Nan, Phang, Jason, Park, Jungkyu, Kim, Gene, Moy, Linda, Cho, Kyunghyun, Geras, Krzysztof J.
Published in Machine Learning in Medical Imaging (01.10.2019)
Published in Machine Learning in Medical Imaging (01.10.2019)
Get full text
Book Chapter
Journal Article
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning
Liu, Kangning, Zhu, Weicheng, Shen, Yiqiu, Liu, Sheng, Razavian, Narges, Geras, Krzysztof J., Fernandez-Granda, Carlos
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Get full text
Conference Proceeding
Reducing False-Positive Biopsies using Deep Neural Networks that Utilize both Local and Global Image Context of Screening Mammograms
Wu, Nan, Huang, Zhe, Shen, Yiqiu, Park, Jungkyu, Phang, Jason, Makino, Taro, Gene Kim, S., Cho, Kyunghyun, Heacock, Laura, Moy, Linda, Geras, Krzysztof J.
Published in Journal of digital imaging (01.12.2021)
Published in Journal of digital imaging (01.12.2021)
Get full text
Journal Article
A Competition, Benchmark, Code, and Data for Using Artificial Intelligence to Detect Lesions in Digital Breast Tomosynthesis
Konz, Nicholas, Buda, Mateusz, Gu, Hanxue, Saha, Ashirbani, Yang, Jichen, Chledowski, Jakub, Park, Jungkyu, Witowski, Jan, Geras, Krzysztof J, Shoshan, Yoel, Gilboa-Solomon, Flora, Khapun, Daniel, Ratner, Vadim, Barkan, Ella, Ozery-Flato, Michal, Martí, Robert, Omigbodun, Akinyinka, Marasinou, Chrysostomos, Nakhaei, Noor, Hsu, William, Sahu, Pranjal, Hossain, Md Belayat, Lee, Juhun, Santos, Carlos, Przelaskowski, Artur, Kalpathy-Cramer, Jayashree, Bearce, Benjamin, Cha, Kenny, Farahani, Keyvan, Petrick, Nicholas, Hadjiiski, Lubomir, Drukker, Karen, Armato, 3rd, Samuel G, Mazurowski, Maciej A
Published in JAMA network open (23.02.2023)
Published in JAMA network open (23.02.2023)
Get full text
Journal Article
Lessons from the first DBTex Challenge
Park, Jungkyu, Shoshan, Yoel, Martí, Robert, Gómez del Campo, Pablo, Ratner, Vadim, Khapun, Daniel, Zlotnick, Aviad, Barkan, Ella, Gilboa-Solomon, Flora, Chłędowski, Jakub, Witowski, Jan, Millet, Alexandra, Kim, Eric, Lewin, Alana, Pysarenko, Kristine, Chen, Sardius, Goldberg, Julia, Patel, Shalin, Plaunova, Anastasia, Wegener, Melanie, Wolfson, Stacey, Lee, Jiyon, Hava, Sana, Murthy, Sindhoora, Du, Linda, Gaddam, Sushma, Parikh, Ujas, Heacock, Laura, Moy, Linda, Reig, Beatriu, Rosen-Zvi, Michal, Geras, Krzysztof J.
Published in Nature machine intelligence (01.08.2021)
Published in Nature machine intelligence (01.08.2021)
Get full text
Journal Article
Classifier-agnostic saliency map extraction
Zolna, Konrad, Geras, Krzysztof J., Cho, Kyunghyun
Published in Computer vision and image understanding (01.07.2020)
Published in Computer vision and image understanding (01.07.2020)
Get full text
Journal Article