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Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning

机译：使用大规模数据注释和深度学习的人力水平绩效的组织图像的全细胞分割

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Noah F. Greenwald; Geneva Miller; Erick Moen; Alex Kong; Adam Kagel; Christine Camacho Fullaway; Brianna J. McIntosh; Ke Leow; Morgan Sarah Schwartz; Thomas Dougherty; Cole Pavelchek; Sunny Cui; Isabella Camplisson; Omer Bar-Tal; Jaiveer Singh; Mara Fong; Gautam Chaudhry; Zion Abraham; Jackson Moseley; Shiri Warshawsky; Erin Soon; Shirley Greenbaum; Tyler Risom; Travis Hollmann; Leeat Keren; Will Graf; Michael Angelo; David Van Valen;
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1. Multi-Modal Multi-Scale Deep Learning for Large-Scale Image Annotation [J] . Yulei Niu, Zhiwu Lu, Ji-Rong Wen, IEEE Transactions on Image Processing . 2019,第4期

机译：多模式多尺度深度学习的大规模图像标注
2. Detection and Labeling of Vertebrae in MR Images Using Deep Learning with Clinical Annotations as Training Data [J] . Forsberg Daniel, Sjoblom Erik, Sunshine Jeffrey L. Journal of digital imaging: the official journal of the Society for Computer Applications in Radiology . 2017,第4期

机译：利用临床注释作为训练数据的深度学习检测和标记MR图像中的椎骨
3. Integrating segmentation with deep learning for enhanced classification of epithelial and stromal tissues in H&E images [J] . Al-Milaji Zahraa, Ersoy Ilker, Hafiane Adel, Pattern recognition letters . 2019,第MARa期

机译：将分割与深度学习相结合，以增强H＆E图像中上皮和基质组织的分类
4. Automatic and accurate segmentation of cerebral tissues in fMRI dataset with combination of image processing and deep learning [C] . Zhenglun Kong, Junyi Luo, Shengpu Xu, Optics and Biophotonics in Low-Resource Settings IV . 2018

机译：结合图像处理和深度学习功能，在fMRI数据集中自动准确地分割脑组织
5. Filling in the Gaps: Applications of Deep Learning, Satellite Imagery, and High Performance Computing for the Estimation and Distribution of Geospatial Data [D] . Goodman, Seth Michael. 2021

机译：填补空白：深度学习，卫星图像和高性能计算的估算和分布的高性能计算
6. Harnessing clinical annotations to improve deep learning performance in prostate segmentation [O] . Karthik V. Sarma, Alex G. Raman, Nikhil J. Dhinagar, 2021

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7. Harnessing clinical annotations to improve deep learning performance in prostate segmentation [O] . Karthik V. Sarma, Alex G. Raman, Nikhil J. Dhinagar, 2021

机译：利用临床注释，以提高前列腺细分的深层学习表现

Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning

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