MoNuSeg

Dataset Information
Modalities
Images, Medical
License
CC BY-NC-SA 4.0
Homepage

Overview

The dataset for this challenge was obtained by carefully annotating tissue images of several patients with tumors of different organs and who were diagnosed at multiple hospitals. This dataset was created by downloading H&E stained tissue images captured at 40x magnification from TCGA archive. H&E staining is a routine protocol to enhance the contrast of a tissue section and is commonly used for tumor assessment (grading, staging, etc.). Given the diversity of nuclei appearances across multiple organs and patients, and the richness of staining protocols adopted at multiple hospitals, the training datatset will enable the development of robust and generalizable nuclei segmentation techniques that will work right out of the box.

Source: MoNuSeg

Variants: MoNuSeg

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Medical Image Segmentation MCADS-Decoder Rethinking Decoder Design: Improving Biomarker … 2025-06-23
Medical Image Segmentation ReN-UNet Rethinking the Nested U-Net Approach: … 2025-04-08
Medical Image Segmentation MDM Masked Diffusion as Self-supervised Representation … 2023-08-10
Medical Image Segmentation DoubleUnet-DCA Dual Cross-Attention for Medical Image … 2023-03-30
Medical Image Segmentation HistoSeg HistoSeg : Quick attention with … 2022-09-01
Medical Image Segmentation UNet++ LViT: Language meets Vision Transformer … 2022-06-29
Medical Image Segmentation LViT-LW LViT: Language meets Vision Transformer … 2022-06-29
Medical Image Segmentation UCTransNet LViT: Language meets Vision Transformer … 2022-06-29
Medical Image Segmentation GTUNet LViT: Language meets Vision Transformer … 2022-06-29
Medical Image Segmentation LViT-L LViT: Language meets Vision Transformer … 2022-06-29
Medical Image Segmentation MedT Medical Transformer: Gated Axial-Attention for … 2021-02-21
Medical Image Segmentation LoGo Medical Transformer: Gated Axial-Attention for … 2021-02-21
Medical Image Segmentation U-Net Medical Transformer: Gated Axial-Attention for … 2021-02-21
Medical Image Segmentation Stardist Cell Detection with Star-convex Polygons 2018-06-09

Research Papers

Recent papers with results on this dataset: