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Mouse embryo blastocyst cells

Accession number BBBC032 · Version 1 Example images Description of the biological application Segmenting nuclei in 3D images can be challenging especially when nuclei are clustered not only in XY plane but also in XZ and YZ planes. Manually annotated ground truth provides a reference for image...

Induced pluripotent human stem cells

Accession number BBBC034 · Version 1 Example images Description of the biological application Segmenting nuclei in 3D images can be challenging especially when nuclei are clustered and have different intensity. This image set contains a clustered monolayer of nuclei that can be difficult to segment...

Simulated 24-well plate with synthetic cells

Accession number BBBC031 · Version 1 Example images Description of the biological application We generated a synthetic HCS dataset simulating drugs perturbing the cell shape and the expressions of proteins (here represented by different colours). The dataset is useful for testing classification and...

Human U2OS cells – Small molecule Cell Painting experiment

Accession number BBBC040 · Version 1 Example images Biological application An ideal small-molecule screening library would be enriched in non-redundant bioactive compounds that maximize the performance diversity of the library. The construction of such libraries would be aided by a rapid feedback...

Nuclei of mouse embryonic cells

Accession number BBBC050 · Version 2 Example images Biological application Cell dynamics during the early mouse embryogenesis change spatiotemporally. For understanding the mechanism of this developmental process, imaging cell dynamics by live-cell imaging of fluorescently labeled nuclei and...

Broad Bioimage Benchmark Collection

The Broad Bioimage Benchmark Collection (BBBC) is a collection of freely downloadable microscopy image sets. In addition to the images themselves, each set includes a description of the biological application and some type of "ground truth" (expected results).

Benchmarking Methodology

To reasonably compare, or benchmark, algorithms for image analysis, researchers must agree on a common reference point—the image set's "correct" answer—and see how closely each algorithm matches it. We adopt the common term ground truth for this reference point even though it may be questionable in...

Drosophila Kc167 cells

Accession number BBBC002 · Version 1 Example image Biological application Five different samples of Drosophila melanogaster Kc167 cells were stained with Hoechst 33342, a DNA stain. The last sample (labeled nodsRNA) is of wild-type cells. Each of the other four samples (labeled 48, 340, Anillin, and...

Human U2OS cells (out of focus)

Accession number BBBC006 · Version 1 Example images Ground truth: in focus Out of focus Ground truth: foreground Biological application Since robust foreground/background separation and segmentation of cellular objects (i.e., identification of which pixels below to which objects) strongly depends on...

Collective cell migration

Accession number BBBC019 · Version 2 Example images DIC image Ground truth DIC image Ground truth Biological application The wound-healing assay is considered the gold standard for studying cell motility and migration. The assay is performed by time-lapse imaging (usually by phase contrast, or...