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Medical Imaging: Digital Pathology 2019: San Diego, CA, USA
- John E. Tomaszewski, Aaron D. Ward:
Medical Imaging 2019: Digital Pathology, San Diego, California, United States, 16-21 February 2019. SPIE Proceedings 10956, SPIE 2019
Keynote and Microscopy
- Metin N. Gurcan:
Pixels to diagnosis: image analysis for digital pathology (Conference Presentation). 1095603 - Shenghua He, Kyaw Thu Minn, Lilianna Solnica-Krezel, Hua Li, Mark A. Anastasio:
Automatic microscopic cell counting by use of unsupervised adversarial domain adaptation and supervised density regression. 1095604 - Xi Chen, Lijun Shen, Qiwei Xie, Hua Han:
Skeleton-based image registration of serial electron microscopy sections. 1095605
Diagnosis, Prognosis, Predictive Analysis
- Quy Dinh Duong, Quoc Dang Vu, Daigeun Lee, Stephen M. Hewitt, Kyungeun Kim, Jin Tae Kwak
:
Scale embedding shared neural networks for multiscale histological analysis of prostate cancer. 1095606 - Cristian Barrera, Germán Corredor
Phenotyping tumor infiltrating lymphocytes (PhenoTIL) on H&E tissue images: predicting recurrence in lung cancer. 1095607 - Aurijoy Majumdar, Kuang-Yu Jen
Examining structural patterns and causality in diabetic nephropathy using inter-glomerular distance and Bayesian graphical models. 1095608 - Pushpak Pati, Raúl Catena, Orcun Goksel
A deep learning framework for context-aware mitotic activity estimation in whole slide images. 1095609 - Hans Pinckaers
High resolution whole prostate biopsy classification using streaming stochastic gradient descent. 109560A
Precision Medicine and Grading
- Faranak Aghaei, Yao Nie:
Computer aided antibody screening for IHC assay development. 109560C - Wenchao Han, Carol Johnson, Mena Gaed, José A. Gómez, Madeleine Moussa, Joseph L. Chin, Stephen E. Pautler, Glenn Bauman, Aaron D. Ward
Automatic high-grade cancer detection on prostatectomy histopathology images. 109560D - Kasper Tall, Ida Arvidsson, Niels Christian Overgaard, Kalle Åström
Automatic detection of small areas of Gleason grade 5 in prostate tissue using CNN. 109560E - Chen-Yu Sun, Weiguo Liu, Scott Doyle:
Two-tier classifier for identifying small objects in histological tissue classification: experiments with colon cancer tissue mapping. 109560F - Peter Lawson
Persistent homology for the automatic classification of prostate cancer aggressiveness in histopathology images. 109560G
Machine Learning Trends
- Caner Mercan, Selim Aksoy, Ezgi Mercan, Linda G. Shapiro, Donald L. Weaver, Joann G. Elmore
From patch-level to ROI-level deep feature representations for breast histopathology classification. 109560H - J. van Kersbergen, Farhad Ghazvinian Zanjani, Sveta Zinger, Fons van der Sommen
Cancer detection in mass spectrometry imaging data by dilated convolutional neural networks. 109560I - Gouthamrajan Nadarajan, Tyna A. Hope, Dan Wang, Alison Cheung, Fiona Ginty, Martin J. Yaffe, Scott Doyle:
Automated multi-class ground-truth labeling of H&E images for deep learning using multiplexed fluorescence microscopy. 109560J - Martin T. Halicek, Maysam Shahedi
Detection of squamous cell carcinoma in digitized histological images from the head and neck using convolutional neural networks. 109560K - Shenghua He, Kyaw Thu Minn, Lilianna Solnica-Krezel, Mark A. Anastasio, Hua Li:
Automatic microscopic cell counting by use of deeply-supervised density regression model. 109560L
Segmentation and Feature Extraction
- Mohamed Amgad, Anindya Sarkar, Chukka Srinivas, Rachel Redman, Simrath Ratra, Charles J. Bechert, Benjamin C. Calhoun, Karen Mrazeck, Uday Kurkure, Lee A. D. Cooper, Michael Barnes:
Joint region and nucleus segmentation for characterization of tumor infiltrating lymphocytes in breast cancer. 109560M - Faisal Mahmood, Richard J. Chen, Daniel Borders, Gregory N. McKay, Kevan J. Salimian, Alexander S. Baras, Nicholas J. Durr
Adversarial U-net with spectral normalization for histopathology image segmentation using synthetic data. 109560N - Ilknur Icke, Alice Zhang, Sonal Singh, Belma Dogdas, Christian Mirescu, Matthew E. Kennedy, Sophia Bardehle:
3D profiling of amyloid plaque-associated microglia and neuronal damage on confocal fluorescence images to aid drug discovery in Alzheimer's disease. 109560O - Conor McKeen, Fatemeh Zabihollahy, Jinu Kurian, Adrian D. C. Chan, Dina El Demellawy, Eranga Ukwatta:
Machine learning-based approach for fully automated segmentation of muscularis propria from histopathology images of intestinal specimens. 109560P - Suzanne C. Wetstein
Detection of acini in histopathology slides: towards automated prediction of breast cancer risk. 109560Q - Çaglar Senaras
Segmentation of follicles from CD8-stained slides of follicular lymphoma using deep learning. 109560R
Poster Session
- Ivica Kopriva, Gorana Aralica, Marijana Popovic Hadzija, Mirko Hadzija, Laura-Isabelle Dion-Bertrand
Hyperspectral imaging for intraoperative diagnosis of colon cancer metastasis in a liver. 109560S - Balamurali Murugesan
Deep detection and classification of mitotic figures. 109560T - Taranpreet Rai, A. Morisi, B. Bacci, N. J. Bacon, Spencer Angus Thomas, R. M. La Ragione, M. Bober, Kevin Wells:
An investigation of aggregated transfer learning for classification in digital pathology. 109560U - Taranpreet Rai, A. Morisi, B. Bacci, N. J. Bacon, Spencer Angus Thomas, R. M. La Ragione, M. Bober, Kevin Wells:
Can ImageNet feature maps be applied to small histopathological datasets for the classification of breast cancer metastatic tissue in whole slide images? 109560V - Daiki Nakaya, Ayaka Tsutsumiuchi, Shin Satori, Makoto Saegusa, Tsutomu Yoshida, Ako Yokoi, Masaki Kano:
Digital pathology with hyperspectral imaging for colon and ovarian cancer. 109560X - Muhammad Khalid Khan Niazi, Thomas E. Tavolara, Çaglar Senaras
Generalization of tumor identification algorithms. 109560Z - Dig Vijay Kumar Yarlagadda
A system for one-shot learning of cervical cancer cell classification in histopathology images. 1095611 - Jonathan Folmsbee, Starr Johnson, Xulei Liu, Margaret Brandwein-Weber, Scott Doyle:
Fragile neural networks: the importance of image standardization for deep learning in digital pathology. 1095613 - Thomas E. Tavolara, Muhammad Khalid Khan Niazi, Wei Chen, Wendy L. Frankel
Colorectal tumor identification by transferring knowledge from pan-cytokeratin to H&E. 1095614 - Qing Wu, Shiyu Xu, Hui Zhang, Xuyang Shi:
Cell nuclei segmentation in divergent images using deep learning and stochastic processing. 1095616 - Siddhartha Dhiman
Computational analysis of cerebrovascular structures imaged using two-photon microscopy. 1095617
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