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Kumar

Introduced by HUI ZHANG et al. in 0/1 Deep Neural Networks via Block Coordinate Descent19 Jun 2022 archive 2025-07-28

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

HomepageBenchmarksPapers JSON

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
Multi-tissue Nucleus Segmentation Kumar GC-MHVN Dice 0.843 MRL: Learning to Mix with Attention and Convolutions — 18 Compare

Papers archive 2025-07-28

12 shown of 12 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 17. 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
MRL: Learning to Mix with Attention and Convolutions 0 1 30 Aug 2022 not harvested
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images 2 1 6 Apr 2020 ran 1 of 1 samples (0 unverified)
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis 1 2 20 Feb 2020 ran 0 of 6 samples (6 unverified)
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation 0 1 13 Mar 2019 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)
Micro-Net: A unified model for segmentation of various objects in microscopy images 0 1 22 Apr 2018 not harvested
Learning Steerable Filters for Rotation Equivariant CNNs 0 4 20 Nov 2017 not harvested
Mask R-CNN 179 1 20 Mar 2017 ran 42 of 140 samples (98 unverified; 23 pointer-only for licence)
Rotation equivariant vector field networks 3 3 29 Dec 2016 not harvested
Group Equivariant Convolutional Networks 1 1 24 Feb 2016 not harvested
U-Net: Convolutional Networks for Biomedical Image Segmentation 487 1 18 May 2015 ran 510 of 757 samples (247 unverified; 426 pointer-only for licence)
Fully Convolutional Networks for Semantic Segmentation 51 1 14 Nov 2014 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Multi-tissue Nucleus Segmentation

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

ImagesInteractive

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Kumar

1 variant name, as the archive lists them.

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