Kumar

Dataset Information
Modalities
Images, Interactive
Introduced
2022
License
Unknown
Homepage

Overview

The Kumar dataset contains 30 1,000×1,000 image tiles from seven organs (6 breast, 6 liver, 6 kidney, 6 prostate, 2 bladder, 2 colon and 2 stomach) of The Cancer Genome Atlas (TCGA) database acquired at 40× magnification. Within each image, the boundary of each nucleus is fully annotated.

Source: Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images

Variants: Kumar

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Multi-tissue Nucleus Segmentation GC-MHVN MRL: Learning to Mix with … 2022-08-30
Multi-tissue Nucleus Segmentation DSF-CNN (C8) Dense Steerable Filter CNNs for … 2020-04-06
Multi-tissue Nucleus Segmentation G-CNN (C12) Roto-Translation Equivariant Convolutional Networks: Application … 2020-02-20
Multi-tissue Nucleus Segmentation G-CNN (C12) Roto-Translation Equivariant Convolutional Networks: Application … 2020-02-20
Multi-tissue Nucleus Segmentation CIA-Net (e) CIA-Net: Robust Nuclei Instance Segmentation … 2019-03-13
Multi-tissue Nucleus Segmentation HoVer-Net (e) HoVer-Net: Simultaneous Segmentation and Classification … 2018-12-16
Multi-tissue Nucleus Segmentation Micro-Net (e) Micro-Net: A unified model for … 2018-04-22
Multi-tissue Nucleus Segmentation Steerable G-CNN (C4) Learning Steerable Filters for Rotation … 2017-11-20
Multi-tissue Nucleus Segmentation Steerable G-CNN (C12) Learning Steerable Filters for Rotation … 2017-11-20
Multi-tissue Nucleus Segmentation Steerable G-CNN (C12) Learning Steerable Filters for Rotation … 2017-11-20
Multi-tissue Nucleus Segmentation Steerable G-CNN (e) Learning Steerable Filters for Rotation … 2017-11-20
Multi-tissue Nucleus Segmentation Mask R-CNN (e) Mask R-CNN 2017-03-20
Multi-tissue Nucleus Segmentation VF-CNN (C12) Rotation equivariant vector field networks 2016-12-29
Multi-tissue Nucleus Segmentation VF-CNN (C12) Rotation equivariant vector field networks 2016-12-29
Multi-tissue Nucleus Segmentation VF-CNN (C4) Rotation equivariant vector field networks 2016-12-29
Multi-tissue Nucleus Segmentation G-CNN (C4) Group Equivariant Convolutional Networks 2016-02-24
Multi-tissue Nucleus Segmentation U-Net (e) U-Net: Convolutional Networks for Biomedical … 2015-05-18
Multi-tissue Nucleus Segmentation FCN8 (e) Fully Convolutional Networks for Semantic … 2014-11-14

Research Papers

Recent papers with results on this dataset: