|
| 1 | +# Beth cimini (10) |
| 2 | +## Bilayers - an easy way to make your favorite deep learning tool more user-friendly |
| 3 | + |
| 4 | +Beth Cimini |
| 5 | + |
| 6 | +Published 2025-01-27 |
| 7 | + |
| 8 | +Licensed CC-BY-4.0 |
| 9 | + |
| 10 | + |
| 11 | + |
| 12 | +Bilayers as a framework to containerize and describe algorithms/software in deep learning to make it more user-friendly. |
| 13 | + |
| 14 | +Tags: Deep Learning, Include In Dalia |
| 15 | + |
| 16 | +Content type: Slides |
| 17 | + |
| 18 | +[https://zenodo.org/records/14751700](https://zenodo.org/records/14751700) |
| 19 | + |
| 20 | + |
| 21 | +--- |
| 22 | + |
| 23 | +## Bioimaging AI Textbook |
| 24 | + |
| 25 | +Rachel Lee, Owen Puls, Wei Ouyang, Beth Cimini |
| 26 | + |
| 27 | +Published 2025-02-20 |
| 28 | + |
| 29 | +Licensed BSD-3-CLAUSE |
| 30 | + |
| 31 | + |
| 32 | + |
| 33 | +This is a repository containing a textbook written for BioImaging scientists and other microscopists. |
| 34 | + |
| 35 | +Tags: Bioimage Analysis, Artificial Intelligence, Include In Dalia |
| 36 | + |
| 37 | +Content type: Book, Github Repository |
| 38 | + |
| 39 | +[https://github.com/aicjanelia/BioImagingAI](https://github.com/aicjanelia/BioImagingAI) |
| 40 | + |
| 41 | + |
| 42 | +--- |
| 43 | + |
| 44 | +## Creating and troubleshooting microscopy analysis workflows: common challenges and common solutions |
| 45 | + |
| 46 | +Beth Cimini |
| 47 | + |
| 48 | +Published 2024-02-29 |
| 49 | + |
| 50 | +Licensed CC-BY-4.0 |
| 51 | + |
| 52 | + |
| 53 | + |
| 54 | +As microscopy diversifies and becomes ever-more complex, the problem of quantification of microscopy images has emerged as a major roadblock for many researchers. All researchers must face certainchallenges in turning microscopy images into answers, independent of their scientific question and the images they have generated. Challenges may arise at many stages throughout the analysis process, including handling of the image files, image pre-processing, object finding, or measurement, and statistical analysis. While the exact solution required for each obstacle will be problem-specific, by understanding tools and tradeoffs, optimizing data quality, breaking workflows and data sets into chunks, talking to experts, and thoroughly documenting what has been done, analysts at any experience level can learn to overcome these challenges and create better and easier image analyses. |
| 55 | + |
| 56 | +Tags: Bioimage Analysis, Include In Dalia |
| 57 | + |
| 58 | +Content type: Publication |
| 59 | + |
| 60 | +[https://zenodo.org/records/10734599](https://zenodo.org/records/10734599) |
| 61 | + |
| 62 | + |
| 63 | +--- |
| 64 | + |
| 65 | +## Image-based Profiling Handbook |
| 66 | + |
| 67 | +Beth Cimini, Tim Becker, Shantanu Singh, Gregory Way, Hamdah Abbasi, Callum Tromans-Coia |
| 68 | + |
| 69 | +Licensed CC0-1.0 |
| 70 | + |
| 71 | + |
| 72 | + |
| 73 | +Tags: Bioimage Analysis, Include In Dalia |
| 74 | + |
| 75 | +Content type: Book |
| 76 | + |
| 77 | +[https://github.com/cytomining/profiling-handbook](https://github.com/cytomining/profiling-handbook) |
| 78 | + |
| 79 | +[https://cytomining.github.io/profiling-handbook/](https://cytomining.github.io/profiling-handbook/) |
| 80 | + |
| 81 | + |
| 82 | +--- |
| 83 | + |
| 84 | +## Jupyter Book as a tool for multi-language teaching and training |
| 85 | + |
| 86 | +Beth Cimini |
| 87 | + |
| 88 | +Published 2024-02-13 |
| 89 | + |
| 90 | +Licensed CC-BY-4.0 |
| 91 | + |
| 92 | + |
| 93 | + |
| 94 | +Can Jupyter Book help make the friendliest possible resource we can think of, in a way that does not get out of date? |
| 95 | + |
| 96 | +Tags: Jupyter Book, Include In Dalia |
| 97 | + |
| 98 | +Content type: Slides |
| 99 | + |
| 100 | +[https://zenodo.org/records/10653464](https://zenodo.org/records/10653464) |
| 101 | + |
| 102 | + |
| 103 | +--- |
| 104 | + |
| 105 | +## Microscopy data analysis: machine learning and the BioImage Archive |
| 106 | + |
| 107 | +Andrii Iudin, Anna Foix-Romero, Anna Kreshuk, Awais Athar, Beth Cimini, Dominik Kutra, Estibalis Gomez de Mariscal, Frances Wong, Guillaume Jacquemet, Kedar Narayan, Martin Weigert, Nodar Gogoberidze, Osman Salih, Petr Walczysko, Ryan Conrad, Simone Weyend, Sriram Sundar Somasundharam, Suganya Sivagurunathan, Ugis Sarkans |
| 108 | + |
| 109 | +Licensed CC-BY-4.0 |
| 110 | + |
| 111 | + |
| 112 | + |
| 113 | +The Microscopy data analysis: machine learning and the BioImage Archive course, which focused on introducing programmatic approaches used in the analysis of bioimage data via the BioImage Archive, ran in May 2023. |
| 114 | + |
| 115 | +Tags: Bioimage Analysis, Python, Artificial Intelligence, Include In Dalia |
| 116 | + |
| 117 | +Content type: Video, Slides |
| 118 | + |
| 119 | +[https://www.ebi.ac.uk/training/materials/microscopy-data-analysis-machine-learning-and-the-bioimage-archive-materials/](https://www.ebi.ac.uk/training/materials/microscopy-data-analysis-machine-learning-and-the-bioimage-archive-materials/) |
| 120 | + |
| 121 | + |
| 122 | +--- |
| 123 | + |
| 124 | +## Moving beyond the desktop: Prospects for Practical Bioimage Analysis via the Web |
| 125 | + |
| 126 | +Wei Ouyang, Kevin W Eliceiri, Beth Cimini |
| 127 | + |
| 128 | +Published 2023-06-02 |
| 129 | + |
| 130 | +Licensed CC-BY-4.0 |
| 131 | + |
| 132 | + |
| 133 | + |
| 134 | +The rapid advancements in biological imaging and the increasing complexity of image data call for a reevaluation of traditional bioimage analysis methods and how these methods are accessed. In our perspective, we argue that transitioning from desktop-based tools to web-based bioimage analysis offers immense opportunities for enhanced accessibility, improved collaboration, and streamlined workflows. We briefly describe the potential advantages, including lower computational requirements and overcoming challenges such as installation issues and limited reproducibility. Additionally, we discuss the current landscape of web-based tools, the challenges in implementation, and the importance of community involvement in driving this transition. By embracing web-based bioimage analysis, we believe the life sciences community can unlock new possibilities for accelerating biological research. |
| 135 | + |
| 136 | +Tags: Bioimage Analysis, Include In Dalia |
| 137 | + |
| 138 | +Content type: Publication |
| 139 | + |
| 140 | +[https://zenodo.org/records/8032892](https://zenodo.org/records/8032892) |
| 141 | + |
| 142 | + |
| 143 | +--- |
| 144 | + |
| 145 | +## QI 2024 Analysis Lab Manual |
| 146 | + |
| 147 | +Beth Cimini, Florian Jug, QI 2024 |
| 148 | + |
| 149 | +Licensed CC-BY-4.0 |
| 150 | + |
| 151 | + |
| 152 | + |
| 153 | +This book contains the quantitative analysis labs for the QI CSHL course, 2024 |
| 154 | + |
| 155 | +Tags: Python, Include In Dalia |
| 156 | + |
| 157 | +Content type: Notebook |
| 158 | + |
| 159 | +[https://bethac07.github.io/qi_2024_analysis_lab_manual/intro.html](https://bethac07.github.io/qi_2024_analysis_lab_manual/intro.html) |
| 160 | + |
| 161 | + |
| 162 | +--- |
| 163 | + |
| 164 | +## The Crucial Role of BioImage Analysts in Scientific Research and Publication |
| 165 | + |
| 166 | +Beth Cimini, Peter Bankhead, Rocco D'Antuono, Fazeleh Elnaz, Julia Fernandez-Rodriguez, Caterina Fuster-Barceló, Robert Haase, Helena Jambor, Martin L Jones, Florian Jug, Anna Klemm, Anna Kreshuk, Stefania Marcotti, Gabriel G Martins, Sara McArdle, Arrate Muñoz Barrutia, Laura Murphy, Michael Nelson, Simon Nørrelykke, Perrine Paul-Gilloteaux, Thomas Pengo, Joanna Pylvänäinen, Lior Pytowski, Arianna Ravera, Annika Reinke, Yousr Rekik, Caterina Strambio-De-Castillia, Daniel Thédié, Virginie Uhlmann, Oliver Umney, Laura Wiggins, Kevin Eliceiri |
| 167 | + |
| 168 | +Published 2024-06-03 |
| 169 | + |
| 170 | +Licensed CC-BY-4.0 |
| 171 | + |
| 172 | + |
| 173 | + |
| 174 | +Bioimage analysis (BIA) is a critical discipline in the field of biological research. It overcomes the limitations of subjective analysis in microscopy through the creation of quantitative and reproducible methods. This paper is the result of a recent meeting of bioimage analysts who aimed to summarize the current state of affairs for BIA including categorizing current obstacles and offering possible solutions to them. |
| 175 | + |
| 176 | +Tags: Bioimage Analysis, Include In Dalia |
| 177 | + |
| 178 | +Content type: Publication |
| 179 | + |
| 180 | +[https://zenodo.org/records/11457452](https://zenodo.org/records/11457452) |
| 181 | + |
| 182 | + |
| 183 | +--- |
| 184 | + |
| 185 | +## When To Say "Good Enough" |
| 186 | + |
| 187 | +Beth Cimini |
| 188 | + |
| 189 | +Published 2019-10-21 |
| 190 | + |
| 191 | +Licensed CC-BY-4.0 |
| 192 | + |
| 193 | + |
| 194 | + |
| 195 | +Blog post from the "Measure Everything... Ask Questions Later" blog of the Broad Institute Imaging Platform. How do I know when my analysis workflow is doing well enough at finding the objects or measuring the things I care about? |
| 196 | + |
| 197 | +Tags: Bioimage Analysis, Include In Dalia |
| 198 | + |
| 199 | +Content type: Blog Post |
| 200 | + |
| 201 | +[https://zenodo.org/records/10498985](https://zenodo.org/records/10498985) |
| 202 | + |
| 203 | + |
| 204 | +--- |
| 205 | + |
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