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ORCIDDigital Pathology 2020: Houston, TX, USA
- John E. Tomaszewski, Aaron D. Ward:
Medical Imaging 2020: Digital Pathology, Houston, TX, USA, February 15-20, 2020. SPIE Proceedings 11320, SPIE 2020, ISBN 9781510634077
Keynote and Computer-Aided Diagnosis, Prognosis, and Predictive Analysis
- Ruiwen Ding, Prateek Prasanna, Germán Corredor, Cheng Lu
, Priya Velu, Khoi Le, Patrick Leo, Niha G. Beig, Vamsidhar Velcheti, David L. Rimm, Kurt A. Schalper, Anant Madabhushi:
Compactness measures of tumor infiltrating lymphocytes in lung adenocarcinoma are associated with overall patient survival and immune scores. 1132003 - Sara ArabYarmohammadi, Zelin Zhang, Patrick Leo, Marjan Firouznia, Andrew Janowczyk, Haojia Li, Nathaniel M. Braman, Kaustav Bera, Behtash G. Nezami, Howard Meyerson, Jun Xu, Leland Metheny, Anant Madabhushi:
Computationally derived cytological image markers for predicting risk of relapse in acute myeloid leukemia patients following bone marrow transplantation. 1132004
Computer-Aided Diagnosis, Prognosis, and Predictive Analysis
- Salma Dammak, Matthew J. Cecchini, Katherina Baranova, David Palma, Keith Kwan, Aaron D. Ward:
Prediction of tumour mutational burden of squamous cell carcinoma using histopathology images of surgical specimens. 1132005 - Muhammad Khalid Khan Niazi, Enes Yazgan, Cheryl Lee, Anil Parwani, Metin N. Gurcan:
Identifying bladder layers from H and E images using U-Net image segmentation. 1132006 - Brendon Lutnick, Brandon Ginley, Kuang-Yu Jen, Wen Dong, Pinaki Sarder:
Generative modeling for label-free glomerular modeling and classification. 1132007 - Muhammad Khalid Khan Niazi, Katherine Moore, Kenneth S. Berenhaut, Douglas J. Hartman, Liron Pantanowitz, Metin N. Gurcan:
Hotspot detection in pancreatic neuroendocrine images using local depth. 1132008 - Dario Sitnik, Gorana Aralica, Arijana Pacic, Marijana Popovic Hadzija, Mirko Hadzija, Ivica Kopriva:
Deep learning approaches for intraoperative pixel-based diagnosis of colon cancer metastasis in a liver from phase-contrast images of unstained specimens. 1132009 - Dario Sitnik, Ivica Kopriva, Gorana Aralica, Arijana Pacic, Marijana Popovic Hadzija, Mirko Hadzija:
Transfer learning approach for intraoperative pixel-based diagnosis of colon cancer metastasis in a liver from hematoxylin-eosin stained specimens. 113200A
Segmentation of Cellular and Tissue Structures
- Leander van Eekelen, Hans Pinckaers, Konnie M. Hebeda, Geert Litjens:
Multi-class semantic cell segmentation and classification of aplasia in bone marrow histology images. 113200B - Amol Mavuduru, Martin T. Halicek, Maysam Shahedi, James V. Little, Amy Y. Chen, Larry L. Myers, Baowei Fei:
Using a 22-layer U-Net to perform segmentation of squamous cell carcinoma on digitized head and neck histological images. 113200C - Zaneta Swiderska-Chadaj, Karolina Nurzynska, Bartlomiej Grala, Katrien Grunberg, Lieke van der Woude, Monika Looijen-Salamon, Ann E. Walts, Tomasz Markiewicz, Francesco Ciompi, Arkadiusz Gertych:
A deep learning approach to assess the predominant tumor growth pattern in whole-slide images of lung adenocarcinoma. 113200D - Thomas E. Tavolara, Muhammad Khalid Khan Niazi, Gillian Beamer, Metin N. Gurcan:
Segmentation of mycobacterium tuberculosis bacilli clusters from acid-fast stained lung biopsies: a deep learning approach. 113200E - Leema Krishna Murali, Brendon Lutnick, Brandon Ginley, John Tomaszewski, Pinaki Sarder:
Generative modeling for renal microanatomy. 113200F
Grading and Classification of Pathology Images
- Can Fahrettin Koyuncu, Andrew Janowczyk, Cheng Lu, Patrick Leo, Mehdi Alilou, Adam K. Glaser, Nicholas P. Reder, Jonathan T. C. Liu, Anant Madabhushi:
Three-dimensional histo-morphometric features from light sheet microscopy images result in improved discrimination of benign from malignant glands in prostate cancer. 113200G - W. Han, Michelle Downes, Theodorus H. van der Kwast, Joseph L. Chin, Stephen E. Pautler, Aaron D. Ward:
Automatic cancer sub-grading on digital histopathology images of radical prostatectomy specimens. 113200H - Shayan Monabbati, Patrick Leo, Kaustav Bera, Behtash G. Nezami, Claire W. Michael, Aparna Harbhajanka, Anant Madabhushi:
Texture features distinguish benign cell clusters from adenocarcinomas on bile duct brushing cytology images. 113200I - Ming Y. Lu, Richard J. Chen, Faisal Mahmood:
Semi-supervised breast cancer histology classification using deep multiple instance learning and contrast predictive coding (Conference Presentation). 113200J - Bulut Aygünes, Selim Aksoy, Ramazan Gökberk Cinbis, Kemal Kösemehmetoglu, Sevgen Önder, Aysegül Üner:
Graph convolutional networks for region of interest classification in breast histopathology. 113200K - Sebastian Otálora, Manfredo Atzori, Amjad Khan, Oscar Alfonso Jiménez del Toro, Vincent Andrearczyk, Henning Müller:
Systematic comparison of deep learning strategies for weakly supervised Gleason grading. 113200L
Integration of Multimodal and Spatial Information
- Richard Chen, Faisal Mahmood:
Discovering correspondences between molecular profiles and morphological features via deep learning (Conference Presentation). 113200M - Richard J. Chen, Max Lu, Faisal Mahmood:
Multimodal fusion of histology and molecular features for improved survival outcome prediction (Conference Presentation). 113200N - Deepak Anand, Shrey Gadiya, Amit Sethi:
Histographs: graphs in histopathology. 113200O - Darshana Govind, Kuang-Yu Jen, Pinaki Sarder:
Deep learning-based automated hot-spot detection and tumor grading in human gastrointestinal neuroendocrine tumor. 113200P - Sepideh Azarianpour, Germán Corredor, Kaustav Bera, Patrick Leo, Nathaniel Braman, Pingfu Fu, Haider Mahdi, Anant Madabhushi:
Computer extracted features related to the spatial arrangement of tumor-infiltrating lymphocytes predict overall survival in epithelial ovarian cancer receiving adjuvant chemotherapy. 113200Q
Multispectral Imaging, Computational Microscopy and Staining
- Amjad Khan, Manfredo Atzori, Sebastian Otálora, Vincent Andrearczyk, Henning Müller:
Generalizing convolution neural networks on stain color heterogeneous data for computational pathology. 113200R - Gouthamrajan Nadarajan, Scott Doyle:
Realistic cross-domain microscopy via conditional generative adversarial networks: converting immunofluorescence to hematoxylin and eosin. 113200S - Martin T. Halicek, Samuel Ortega, Himar Fabelo, Carlos López, Marylène Lejeune, Gustavo M. Callicó, Baowei Fei:
Conditional generative adversarial network for synthesizing hyperspectral images of breast cancer cells from digitized histology. 113200U - Samuel Ortega, Martin T. Halicek, Himar Fabelo, Raúl Guerra, Carlos López, Marylène Lejeune, Fred Godtliebsen, Gustavo M. Callicó, Baowei Fei:
Hyperspectral imaging and deep learning for the detection of breast cancer cells in digitized histological images. 113200V - Ling Ma, Martin T. Halicek, Ximing Zhou, James D. Dormer, Baowei Fei:
Hyperspectral microscopic imaging for automatic detection of head and neck squamous cell carcinoma using histologic image and machine learning. 113200W
Poster Session
- Jinlong Wang, Leilei Wu, Guowei Ma, Yao Lu:
Making esophageal squamous cell carcinoma survival prediction from histopathological images and CT images. 113200X - Brandon Ginley, Kuang-Yu Jen, Avi Rosenberg, Giovanni Maria Rossi, Sanjay Jain, Pinaki Sarder:
Fully automated classification of glomerular lesions in lupus nephritis. 113200Y - Zaneta Swiderska-Chadaj, Konnie M. Hebeda, Michiel van den Brand, Geert Litjens:
Predicting MYC translocation in HE specimens of diffuse large B-cell lymphoma through deep learning. 1132010 - Raja Muhammad Saad Bashir, Hanya Mahmood, Muhammad Shaban, Shan-E-Ahmed Raza, Muhammad Moazam Fraz, Syed Ali Khurram, Nasir M. Rajpoot:
Automated grade classification of oral epithelial dysplasia using morphometric analysis of histology images. 1132011 - Briana A. Santo, Brahm H. Segal, John Tomaszewski, Imtiaz Mohammad, Amber M. Worral, Sanjay Jain, Michelle B. Visser, Pinaki Sarder:
Neutrophil Extracellular Traps (NETs): an unexplored territory in renal pathobiology, a pilot computational study. 1132012 - Madeleine S. Durkee, Bradie M. Ferguson, Rebecca Abraham, Li Lan, Hui Li, Marcus R. Clark, Maryellen L. Giger:
Preliminary radiomic texture analysis of high-channel fluorescence confocal images of triple-negative breast cancer biopsies. 1132013 - Samuel P. Border, Kuang-Yu Jen, Washington L. C. dos-Santos, John Tomaszewski, Pinaki Sarder:
Probabilistic modelling of diabetic nephropathy progression. 1132014 - Ricardo Moncayo, Sunny Alfonso, Angel Y. Sánchez, Carlos A. Parra, Eduardo Romero:
Searching patterns in glands for predicting gastric cancer survival. 1132015 - Ida Arvidsson, Niels Christian Overgaard, Agnieszka Krzyzanowska, Felicia-Elena Marginean, Athanasios Simoulis, Anders Bjartell, Kalle Åström, Anders Heyden:
Domain-adversarial neural network for improved generalization performance of Gleason grade classification. 1132016 - Dorsa Ziaei, Weizhe Li, Samuel Lam, Wei-Chung Cheng, Weijie Chen:
Characterization of color normalization methods in digital pathology whole slide images. 1132017 - Kathryn E. Maraszek, Briana A. Santo, Rabi Yacoub, John Tomaszewski, Imtiaz Mohammad, Amber M. Worral, Pinaki Sarder:
The presence and location of podocytes in glomeruli as affected by diabetes mellitus. 1132018 - Madeleine S. Durkee, Adam R. Sibley, Junting Ai, Rebecca Abraham, Vladimir M. Liarski, Marcus R. Clark, Maryellen L. Giger:
Improved instance segmentation of immune cells in human lupus nephritis biopsies with Mask R-CNN. 1132019 - Mst Shamima Nasrin, Md. Zahangir Alom, Tarek M. Taha, Vijayan K. Asari:
PColorNet: investigating the impact of different color spaces for pathological image classification. 113201A - Jon Whitney, Henry Li, Sunil K. Srivastava, Jenna Hach, Jamie Reese, Amit Vasanji, Justis P. Ehlers:
Deep learning convolutional networks for image quality assessment in ultra-widefield fluorescein angiography. 113201B
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