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Most cited papers in Cell Image Analysis Techniques

What are the most cited papers in Cell Image Analysis Techniques?

The most cited paper in Cell Image Analysis Techniques is "U-Net: Convolutional Networks for Biomedical Image Segmentation" (Olaf Ronneberger, Philipp F. Fischer, Thomas Brox, 2015), with 92,751 citations. Next come "Fiji: an open-source platform for biological-image analysis" (73,171) and "NIH Image to ImageJ: 25 years of image analysis" (67,169).

Showing 50 of 100 papers. Every paper with more than 1,987 citations is listed.

Most cited papers, sortable by citations and release date
#Paper
1 U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger, Philipp F. Fischer, Thomas Brox · Lecture notes in computer science Conference paperOpen access 2015 92,751
2 Fiji: an open-source platform for biological-image analysis Johannes Schindelin, Ignacio Arganda‐Carreras, Erwin Frise et al. · Nature Methods Open access 28 Jun 2012 73,171
3 NIH Image to ImageJ: 25 years of image analysis Caroline A Schneider, Wayne S. Rasband, Kevin W. Eliceiri · Nature Methods Open access 28 Jun 2012 67,169
4 phyloseq: An R Package for Reproducible Interactive Analysis and Graphics of Microbiome Census Data Paul J. McMurdie, Susan Holmes · PLoS ONE Open access 22 Apr 2013 23,323
5 Comprehensive Integration of Single-Cell Data Tim Stuart, Andrew W. Butler, Paul Hoffman et al. · Cell Open access Jun 2019 17,471
6 Visualizing and Understanding Convolutional Networks Matthew D. Zeiler, Rob Fergus · Lecture notes in computer science Conference paperOpen access 2014 15,691
7 The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Zhang, Phillip Isola, Alexei A. Efros et al. Conference paper Jun 2018 13,833
8 Fast, sensitive and accurate integration of single-cell data with Harmony Ilya Korsunsky, Nghia Millard, Jean Fan et al. · Nature Methods Open access 18 Nov 2019 11,339
9 UCSF ChimeraX : Structure visualization for researchers, educators, and developers Eric F. Pettersen, Thomas D. Goddard, Conrad C. Huang et al. · Protein Science Open access 3 Sep 2020 10,674
10 nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation Fabian Isensee, Paul F. Jaeger, Simon A. A. Kohl et al. · Nature Methods Open access 7 Dec 2020 9,588
11 User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability Paul A. Yushkevich, Joseph Piven, Heather C. Hazlett et al. · NeuroImage 21 Mar 2006 9,244
12 QuPath: Open source software for digital pathology image analysis Peter Bankhead, Maurice Bernard Loughrey, José A. Fernández et al. · Scientific Reports Open access 28 Nov 2017 9,140
13 Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool Edward Y. Chen, Christopher M. Tan, Yan Kou et al. · BMC Bioinformatics Open access 15 Apr 2013 8,650
14 Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets Evan Z. Macosko, Anindita Basu, Rahul Satija et al. · Cell Open access May 2015 8,040
15 Unified segmentation John Ashburner, Karl John Friston · NeuroImage 2 Apr 2005 7,633
16 SCENIC: single-cell regulatory network inference and clustering Sara Aibar, Carmen Bravo González‐Blas, Thomas Moerman et al. · Nature Methods Open access 9 Oct 2017 7,321
17 The sva package for removing batch effects and other unwanted variation in high-throughput experiments Jeffrey T. Leek, William Evan Johnson, Hilary S. Parker et al. · Bioinformatics Open access 17 Jan 2012 6,930
18 ImageJ2: ImageJ for the next generation of scientific image data Curtis Rueden, Johannes Schindelin, Mark Hiner et al. · BMC Bioinformatics Open access 29 Nov 2017 6,379
19 THE GREEN FLUORESCENT PROTEIN Roger Y. Tsien · Annual Review of Biochemistry Review Jun 1998 6,213
20 Computer Visualization of Three-Dimensional Image Data Using IMOD James R. Kremer, David N. Mastronarde, J. Richard McIntosh · Journal of Structural Biology 1996 6,195
21 Symmetric diffeomorphic image registration with cross-correlation: Evaluating automated labeling of elderly and neurodegenerative brain Brian Avants, Charles L. Epstein, Murray Grossman et al. · Medical Image Analysis Open access 26 Jun 2007 6,189
22 Genome-wide atlas of gene expression in the adult mouse brain Ed S. Lein et al. · Nature 108 authors 6 Dec 2006 6,052
23 UCSF ChimeraX: Meeting modern challenges in visualization and analysis Thomas D. Goddard, Conrad C. Huang, Elaine C. Meng et al. · Protein Science Open access 14 Jul 2017 6,046
24 Dimensionality reduction for visualizing single-cell data using UMAP Étienne Becht, Leland McInnes, John Healy et al. · Nature Biotechnology 3 Dec 2018 5,903
25 Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects Rajesh P. N. Rao, Dana H. Ballard · Nature Neuroscience 1999 5,887
26 A guided tour into subcellular colocalization analysis in light microscopy Susanne Bolte, Fabrice P. Cordelières · Journal of Microscopy Dec 2006 5,686
27 CellProfiler: image analysis software for identifying and quantifying cell phenotypes Anne E. Carpenter, Thouis R. Jones, Michael R. Lamprecht et al. · Genome biology Open access 31 Oct 2006 5,571
28 Cytoscape 2.8: new features for data integration and network visualization Michael E. Smoot, Keiichiro Ono, Johannes Ruscheinski et al. · Bioinformatics Open access 12 Dec 2010 5,078
29 Thresholding of Statistical Maps in Functional Neuroimaging Using the False Discovery Rate Christopher R. Genovese, Nicole A. Lazar, Thomas E. Nichols · NeuroImage Open access Apr 2002 5,056
30 Determining cell type abundance and expression from bulk tissues with digital cytometry Aaron M. Newman, Chloé Beate Steen, Chih Long Liu et al. · Nature Biotechnology Open access 6 May 2019 5,050
31 Rapid colorimetric assay for cell growth and survival François Denizot, Rita Lang · Journal of Immunological Methods May 1986 4,918
32 xCell: digitally portraying the tissue cellular heterogeneity landscape Dvir Aran, Zicheng Hu, Atul Janardhan Butte · Genome biology Open access 15 Nov 2017 4,825
33 On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation Sebastian Bach, Alexander Binder, Grégoire Montavon et al. · PLoS ONE Open access 10 Jul 2015 4,700
34 Cellpose: a generalist algorithm for cellular segmentation Carsen Stringer, Tim Wang, Michalis Michaelos et al. · Nature Methods 14 Dec 2020 4,662
35 1,500 scientists lift the lid on reproducibility Monya Baker · Nature 24 May 2016 4,397
36 Deep tissue two-photon microscopy Fritjof Helmchen, Winfried T. Denk · Nature Methods 18 Nov 2005 4,229
37 Snakes, shapes, and gradient vector flow Chenyang Xu, Jerry L. Prince · IEEE Transactions on Image Processing Mar 1998 4,002
38 TrackMate: An open and extensible platform for single-particle tracking Jean-Yves Tinévez, Nick Perry, Johannes Schindelin et al. · Methods Open access 7 Oct 2016 3,890
39 Evaluation of a tetrazolium-based semiautomated colorimetric assay: assessment of chemosensitivity testing. James Carmichael, William DeGraff, Adi F. Gazdar et al. · PubMed 15 Feb 1987 3,829
40 Spatial registration and normalization of images Karl John Friston, John Ashburner, Chris Frith et al. · Human Brain Mapping 1995 3,799
41 ilastik: interactive machine learning for (bio)image analysis Stuart Berg, Dominik Kutra, Thorben Kroeger et al. · Nature Methods Open access 30 Sep 2019 3,760
42 From molecular to modular cell biology Leland H. Hartwell, J. J. Hopfield, Stanislas Leibler et al. · Nature 2 Dec 1999 3,729
43 Network motifs: theory and experimental approaches Uri S. Alon · Nature Reviews Genetics Review 18 May 2007 3,473
44 Adaptive linear step-up procedures that control the false discovery rate Yoav Benjamini, Abba M Krieger, Daniel Yekutieli · Biometrika Sep 2006 3,404
45 ROCR: visualizing classifier performance in R Tobias Sing, Oliver Sander, Niko Beerenwinkel et al. · Computer applications in the biosciences Open access 11 Aug 2005 3,374
46 VennDiagram: a package for the generation of highly-customizable Venn and Euler diagrams in R Hanbo Chen, Paul Christopher Boutros · BMC Bioinformatics Open access 26 Jan 2011 3,374
47 Relations between the statistics of natural images and the response properties of cortical cells David J Field · Journal of the Optical Society of America A Dec 1987 3,302
48 Applications of machine learning in drug discovery and development Jessica J. Vamathevan, Dominic A. Clark, Paul Czodrowski et al. · Nature Reviews Drug Discovery ReviewOpen access 11 Apr 2019 3,274
49 Open source clustering software Michiel de Hoon, Seiya Imoto, John P. Nolan et al. · Bioinformatics 10 Feb 2004 3,213
50 Imaging Neuronal Subsets in Transgenic Mice Expressing Multiple Spectral Variants of GFP Guoping Feng, Rebecca H. Mellor, Michael B. Bernstein et al. · Neuron Open access Oct 2000 3,168

Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.