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20212025
most citedUnderstanding metric-related pitfalls in image analysis validation

204 citations · 672 across the 14 of their papers we have counts for

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6 papers · 1 filter

q-bio.QM2025

Evaluating Integrative Strategies for Incorporating Phenotypic Features in Spatial Transcriptomics

Levin M Moser, Ahmad Kamal Hamid, Esteban Miglietta +2

Spatial transcriptomics (ST) technologies not only offer an unprecedented opportunity to interrogate intact biological samples in a spatially informed manner, but also set the stag…

q-bio.QM2024★ 43 cited

Cell Painting Gallery: an open resource for image-based profiling

Erin Weisbart, Ankur Kumar, John Arevalo +3

Image-based or morphological profiling is a rapidly expanding field wherein cells are "profiled" by extracting hundreds to thousands of unbiased, quantitative features from images…

q-bio.QM2023★ 16 cited

Defining the boundaries: challenges and advances in identifying cells in microscopy images

Nodar Gogoberidze, Beth A. Cimini

Segmentation, or the outlining of objects within images, is a critical step in the measurement and analysis of cells within microscopy images. While improvements continue to be mad…

q-bio.QM2023★ 47 cited

Reproducible image-based profiling with Pycytominer

Erik Serrano, Srinivas Niranj Chandrasekaran, Dave Bunten +25

Advances in high-throughput microscopy have enabled the rapid acquisition of large numbers of high-content microscopy images. Whether by deep learning or classical algorithms, imag…

q-bio.QM2023★ 22 cited

CellProfiler plugins -- an easy image analysis platform integration for containers and Python tools

Erin Weisbart, Callum Tromans-Coia, Barbara Diaz-Rohrer +7

CellProfiler is a widely used software for creating reproducible, reusable image analysis workflows without needing to code. In addition to the >90 modules that make up the main Ce…

q-bio.QM2021★ 156 cited

CellProfiler Analyst 3.0: Accessible data exploration and machine learning for image analysis

David R. Stirling, Anne E. Carpenter, Beth A. Cimini

Image-based experiments can yield many thousands of individual measurements describing each object of interest, such as cells in microscopy screens. CellProfiler Analyst is a free,…