Datasets › CoNSeP
CoNSeP (Colorectal Nuclear Segmentation and Phenotypes)
The colorectal nuclear segmentation and phenotypes (CoNSeP) dataset consists of 41 H&E stained image tiles, each of size 1,000×1,000 pixels at 40× objective magnification. The images were extracted from 16 colorectal adenocarcinoma (CRA) WSIs, each belonging to an individual patient, and scanned with an Omnyx VL120 scanner within the department of pathology at University Hospitals Coventry and Warwickshire, UK.
Source: HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images Image Source: Graham et al
Benchmarks archive 2025-07-28
All 2 leaderboards 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multi-tissue Nucleus Segmentation | CoNSeP | PromptNu Dice 0.858 | — | — | 4 | Compare |
| Cell Segmentation | CoNSeP | PromptNu Average Dice 0.857 | Prompting Vision-Language Model for Nuclei Instance... | NucleiDet/PromptNu | 1 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers 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 68. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Prompting Vision-Language Model for Nuclei Instance Segmentation and Classification | 1 | 1 | 27 Mar 2025 | not harvested |
| SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology Images | 1 | 1 | 9 Feb 2022 | not harvested |
| PointNu-Net: Keypoint-assisted Convolutional Neural Network for Simultaneous Multi-tissue Histology Nuclei Segmentation and Classification | 1 | 1 | 1 Nov 2021 | not harvested |
| HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images | 4 | 1 | 16 Dec 2018 | ran 1 of 6 samples (5 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- CoNSeP
1 variant name, as the archive lists them.
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