Datasets › Placenta

Placenta

Introduced by Claudia Vanea et al. in A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs11 Nov 2022 archive 2025-07-28

Placenta is a benchmark dataset for node classification in an underexplored domain: predicting microanatomical tissue structures from cell graphs in placenta histology whole slide images. Cell graphs are large (>1 million nodes per image), node features are varied (64-dimensions of 11 types of cells), class labels are imbalanced (9 classes ranging from 0.21% of the data to 40.0%), and cellular communities cluster into heterogeneously distributed tissues of widely varying sizes (from 11 nodes to 44,671 nodes for a single structure).

Source: A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs

Image Source: https://arxiv.org/pdf/2211.06292v1.pdf

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Node Classification Placenta GraphSAGE Accuracy (%) 64.88±0.43 A New Graph Node Classification Benchmark: Learning... nellaker-group/placenta 5 Compare

Papers archive 2025-07-28

1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 3. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
A New Graph Node Classification Benchmark: Learning Structure from Histology Cell Graphs 1 5 11 Nov 2022 ran 0 of 3 samples (3 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT License

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Placenta

1 variant name, as the archive lists them.

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