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object-detection · 8microscopy · 6segmentation · 3keypoints · 2document-analysis · 2remote-sensing · 2fish · 1cytogenetics · 1agriculture · 1
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datatorch

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Nuclei Segmentation (DSB2018)

Nuclei segmentation dataset from the 2018 Data Science Bowl (BBBC038v1, Broad Bioimage Benchmark Collection). 670 microscopy images with 29,442 individually segmented nuclei as polygon annotations, converted from the official per-nucleus masks. Spans fluorescence and brightfield/histology imagery across multiple organisms and staining protocols. License: CC0 1.0 (public domain). Source: https://bbbc.broadinstitute.org/BBBC038. Please cite: Caicedo et al., Nucleus segmentation across imaging experiments: the 2018 Data Science Bowl. Nature Methods 16, 1247-1253 (2019).

★ 1 · 670 files · 1 dataset

Updated 5 days ago

datatorch

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iFISH chromosome spotting (IDR idr0123)

Seven-channel iFISH microscopy of human cell nuclei from IDR study idr0123 (Mota et al.): DAPI plus six spectrally distinct DNA FISH probes (AF488, AT542, AF594, AT647N, AF700, AF790) marking loci along chromosome 1, imaged at 1024x1024, 16-bit, 0.13 um/px. Each file is one field with one page per channel (maximum-intensity Z projection of the original 61-slice stack), so every fluorophore can be shown, hidden, and window-leveled independently in the browser. License: CC BY 4.0. Source and original Z-stacks: https://idr.openmicroscopy.org/study/idr0123/

3 files · 2 datasets

Updated 19 days ago

datatorch

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Astrocyte Detection (BBBC042)

Astrocyte detection dataset from rat brain tissue (BBBC042, Broad Bioimage Benchmark Collection). 1,117 annotated brightfield microscopy images (990x708) with roughly 15,000 astrocytes labeled as bounding boxes, from the deep-learning astrocyte detection study by Suleymanova et al. License: CC0 1.0 (public domain). Source: https://bbbc.broadinstitute.org/BBBC042. Please cite: Suleymanova I. et al., A deep convolutional neural network approach for astrocyte detection. Scientific Reports 8:12878 (2018), doi 10.1038/s41598-018-31284-x.

1,117 files · 2 datasets

Updated 20 days ago

datatorch

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Nuclei Segmentation (BBBC039)

Nucleus segmentation dataset of U2OS cells from a chemical screen (BBBC039v1, Broad Bioimage Benchmark Collection). 200 fluorescence microscopy fields (520x696, 16-bit TIFF, Hoechst-stained nuclei) spanning 200 bioactive-compound treatments, with 19,379 individually segmented nucleus instances decoded from the official per-pixel class masks (interior/boundary) and converted to polygon annotations (3 fields have no annotated nuclei). Includes the official train (100) / validation (50) / test (50) split. License: CC0 1.0 (public domain). Source: https://bbbc.broadinstitute.org/BBBC039. Please cite: Caicedo et al. 2018, image set BBBC039v1, available from the Broad Bioimage Benchmark Collection [Ljosa et al., Nature Methods, 2012].

200 files · 1 dataset

Updated 20 days ago

reshmavaase

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pens

32 files · 1 dataset

Updated a month ago

biswajitdey

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keypointfront

95 files · 1 dataset

Updated a month ago

rhythmdas

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signlanguage

149 files · 1 dataset

Updated a month ago

sumana

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sumamore

5 files · 2 datasets

Updated a month ago

moccaboy837

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Neck

3 files · 1 dataset

Updated a month ago

vicc

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test5

171 files · 1 dataset

Updated a month ago

safemed

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SafeMed

9 files

Updated a month ago

vicc

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test4

133 files

Updated a month ago

rbl9

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cocoPO

1 file

Updated a month ago

soroushmaleki

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manheaddetanthonyval

62 files · 2 datasets

Updated a month ago

nader

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tst

1 file · 1 dataset

Updated a month ago

sumitdas

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newkeypoint4

106 files · 1 dataset

Updated a month ago

pherrera

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Prueba

★ 1 · 2 files

Updated a month ago

clearneural

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Blog essays

The articles focus on the intersection of data analysis and society.

20 files

Updated a month ago

match

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test

test

1 file · 2 datasets

Updated a month ago

datafool

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New Training

500 files · 1 dataset

Updated a month ago

ramthiagu

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car damage

5 files · 1 dataset

Updated a month ago

soroushmaleki

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robot_on_table_train

50 files · 1 dataset

Updated a month ago

ryanrasoarahona

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AGBCatfishBodyCoco

83 files · 1 dataset

Updated a month ago

sumitdas

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new side keypoint

100 files · 1 dataset

Updated a month ago

ryanrasoarahona

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CatfishAugmentedData2

96 files · 3 datasets

Updated a month ago

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