Dataset

BBBC010 dataset: C. elegans live/dead assay images with worm masks

BBBC010 from the Broad Bioimage Benchmark Collection: 100 brightfield and GFP images of C. elegans from an anti-infective screen, with foreground masks and one mask per worm. CC0.

Contents

  1. What it is
  2. Browse it in DataTorch
  3. Ground truth
  4. Source and citation
Contents

What it is

A sample BBBC010 image of C. elegans
A BBBC010 image, from the Broad Bioimage Benchmark Collection

Controls from a high-throughput screen for anti-infectives in C. elegans, acquired at MGH on a Discovery-1 automated microscope in Fred Ausubel's lab.

FactValue
AccessionBBBC010 (listed as version 1, the zip is named v2)
OrganismCaenorhabditis elegans
Images100, from one 384-well plate of controls
Channelsbrightfield, GFP
Format16-bit TIF, 696 x 520 px (BBBC010_v2_images.zip, 70 MB)
LicenseCC0

Browse it in DataTorch

A copy is hosted at datatorch/worm-segmentation-bbbc010 (hub catalog, read 2026-10-27): 200 images (each well's brightfield and GFP image as separate files), with the 1,407 hand-corrected per-worm masks converted to polygons. Each worm is placed on both images of its well, so the copy holds 2,814 polygons, in two classes for the treated and untreated columns. Counts are from the hosted copy, not the source page.

Dataset · datatorch/worm-segmentation-bbbc010 · 200 files

C. elegans Worm Segmentation (BBBC010)

C. elegans live/dead assay from an anti-infective screen (BBBC010v1, Broad Bioimage Benchmark Collection). 100 wells of a 384-well control plate, each imaged in brightfield and GFP (200 images, 696x520, 16-bit TIFF), with 1,407 hand-corrected per-worm masks converted to polygon annotations for overlapping-worm instance segmentation; each worm polygon is placed on both channel images of its well, giving 2,814 polygons. Columns 1-12 are ampicillin-treated positive controls (mostly live worms) and columns 13-24 untreated negative controls (mostly dead), carried as two classes. License: CC0 1.0 (public domain). Source: https://bbbc.broadinstitute.org/BBBC010. Please cite: C. elegans infection live/dead image set version 1 provided by Fred Ausubel, available from the Broad Bioimage Benchmark Collection [Ljosa et al., Nature Methods, 2012]; and Wahlby et al., An image analysis toolbox for high-throughput C. elegans assays, Nature Methods 9, 714-716 (2012).

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Ground truth

  • Foreground masks, corrected by hand (BBBC010_v1_foreground.zip).
  • One mask per worm (BBBC010_v1_foreground_eachworm.zip).
  • Live or dead follows from the well column (see the FAQ).

Published results (Wählby et al., 2012): 81% with automatically found foreground, 94% with the corrected foreground.

Source and citation

Source: https://bbbc.broadinstitute.org/BBBC010 (read 2026-10-22). Cite the image set as version 1 from Fred Ausubel, available from the Broad Bioimage Benchmark Collection [Ljosa et al., Nature Methods, 2012]. Related: Moy et al., ACS Chemical Biology, 2009.

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Frequently asked questions

How are live and dead worms labeled in BBBC010?

By plate position. Columns 1 to 12 are ampicillin-treated positive controls (mostly live). Columns 13 to 24 are untreated negative controls (mostly dead). There is no separate per-image label file.

Does BBBC010 have per-worm masks?

Yes. BBBC010_v1_foreground_eachworm.zip has one binary mask per worm, for separating overlapping or clustered worms.

What is the license of BBBC010?

CC0. The contributors waived copyright and related rights.

Get the data

Open the hosted copy on DataTorch.

Browse the files in your browser, then download the dataset with a free account.

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