Concepedia

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

Noah F. Greenwald, Geneva Miller, Erick Moen, Alex Kong, Adam Kagel, Thomas Dougherty, Christine Camacho Fullaway, Brianna J. McIntosh, Ke Xuan Leow, Morgan Schwartz,

Nature Biotechnology · 2021 · 909 citations · 71 references

Open access

Concepts

ComputingCell BiologyComputer ScienceBiomedical ImagingComputer VisionMachine LearningDeep LearningMedical ImagingVolume SegmentationCell MorphologyCell SegmentationConvolutional Neural Network SegmentationImage Segmentation For CellsManual CurationTissue Imaging

References

71

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text

Computing, Computer Science, Computer Vision +11

Fiji: an open-source platform for biological-image analysis

Johannes Schindelin, Ignacio Arganda‐Carreras, Erwin Frise et al. · Nature Methods · 2012 · 70.9K citations

Engineering, Bioinformatics, Biology +9

NIH Image to ImageJ: 25 years of image analysis

Caroline A Schneider, Wayne Rasband, Kevin W. Eliceiri · Nature Methods · 2012 · 65.2K citations

Arts, Computer Science, Visualization +9

Matplotlib: A 2D Graphics Environment

John D. Hunter · Computing in Science & Engineering · 2007 · 39.6K citations

Computing, Computer Science, Visualization +17

Feature Pyramid Networks for Object Detection

Tsung-Yi Lin, Piotr Dollár, Ross Girshick et al. · 2017 · 28.7K citations

Computing, Computer Science, High-performance Computing +16