ML Research Wiki / Benchmarks / Multi-tissue Nucleus Segmentation / Kumar

Kumar

Multi-tissue Nucleus Segmentation Benchmark

Performance Over Time

📊 Showing 18 results | 📏 Metric: Dice

Top Performing Models

Rank	Model	Paper	Dice	Date	Code
1	GC-MHVN	MRL: Learning to Mix with Attention and Convolutions	0.84	2022-08-30	-
2	DSF-CNN (C8)	Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images	0.83	2020-04-06	📦 simongraham/dsf-cnn 📦 ladislasl/CNN_invar_rot
3	HoVer-Net (e)	HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images	0.83	2018-12-16	📦 vqdang/xy_net 📦 vqdang/hover_net 📦 okunator/Dippa 📦 uit-hdl/hovernet-pipeline
4	Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivariant CNNs	0.82	2017-11-20	-
5	CIA-Net (e)	CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation	0.82	2019-03-13	-
6	Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivariant CNNs	0.82	2017-11-20	-
7	G-CNN (C12)	Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis	0.81	2020-02-20	📦 tueimage/se2cnn
8	VF-CNN (C12)	Rotation equivariant vector field networks	0.81	2016-12-29	📦 COGMAR/RotEqNet 📦 di-marcos/RotEqNet 📦 ojas97/roteqnetp3
9	G-CNN (C12)	Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis	0.81	2020-02-20	📦 tueimage/se2cnn
10	Steerable G-CNN (C4)	Learning Steerable Filters for Rotation Equivariant CNNs	0.81	2017-11-20	-

All Papers (18)

MRL: Learning to Mix with Attention and Convolutions

2022

GC-MHVN

Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images

2020

DSF-CNN (C8)

simongraham/dsf-cnn ladislasl/CNN_invar_rot

HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images

2018

HoVer-Net (e)

vqdang/xy_net vqdang/hover_net

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C12)

CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation

2019

CIA-Net (e)

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C12)

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

2020

G-CNN (C12)

tueimage/se2cnn

Rotation equivariant vector field networks

2016

VF-CNN (C12)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

2020

G-CNN (C12)

tueimage/se2cnn

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (C4)

Rotation equivariant vector field networks

2016

VF-CNN (C12)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

Rotation equivariant vector field networks

2016

VF-CNN (C4)

COGMAR/RotEqNet di-marcos/RotEqNet ojas97/roteqnetp3

Micro-Net: A unified model for segmentation of various objects in microscopy images

2018

Micro-Net (e)

Fully Convolutional Networks for Semantic Segmentation

2014

FCN8 (e)

pochih/fcn-pytorch andyzeng/apc-vision-toolbox

Group Equivariant Convolutional Networks

2016

G-CNN (C4)

adambielski/pytorch-gconv-experiments

Learning Steerable Filters for Rotation Equivariant CNNs

2017

Steerable G-CNN (e)

Mask R-CNN

2017

Mask R-CNN (e)

tensorflow/models facebookresearch/detectron2

U-Net: Convolutional Networks for Biomedical Image Segmentation

2015

U-Net (e)

labmlai/annotated_deep_learning_paper_implementations milesial/Pytorch-UNet

Kumar

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (18)

MRL: Learning to Mix with Attention and Convolutions

Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images

HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images

Learning Steerable Filters for Rotation Equivariant CNNs

CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation

Learning Steerable Filters for Rotation Equivariant CNNs

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

Rotation equivariant vector field networks

Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis

Learning Steerable Filters for Rotation Equivariant CNNs

Rotation equivariant vector field networks

Rotation equivariant vector field networks

Micro-Net: A unified model for segmentation of various objects in microscopy images

Fully Convolutional Networks for Semantic Segmentation

Group Equivariant Convolutional Networks

Learning Steerable Filters for Rotation Equivariant CNNs

Mask R-CNN

U-Net: Convolutional Networks for Biomedical Image Segmentation

Model	Paper	Dice	Date
GC-MHVN	MRL: Learning to Mix with Attention and Convoluti…	0.84	2022-08-30
DSF-CNN (C8)	Dense Steerable Filter CNNs for Exploiting Rotati…	0.83	2020-04-06
HoVer-Net (e)	HoVer-Net: Simultaneous Segmentation and Classifi…	0.83	2018-12-16
Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivaria…	0.82	2017-11-20
CIA-Net (e)	CIA-Net: Robust Nuclei Instance Segmentation with…	0.82	2019-03-13
Steerable G-CNN (C12)	Learning Steerable Filters for Rotation Equivaria…	0.82	2017-11-20
G-CNN (C12)	Roto-Translation Equivariant Convolutional Networ…	0.81	2020-02-20
VF-CNN (C12)	Rotation equivariant vector field networks	0.81	2016-12-29
G-CNN (C12)	Roto-Translation Equivariant Convolutional Networ…	0.81	2020-02-20
Steerable G-CNN (C4)	Learning Steerable Filters for Rotation Equivaria…	0.81	2017-11-20
VF-CNN (C12)	Rotation equivariant vector field networks	0.81	2016-12-29
VF-CNN (C4)	Rotation equivariant vector field networks	0.80	2016-12-29
Micro-Net (e)	Micro-Net: A unified model for segmentation of va…	0.80	2018-04-22
FCN8 (e)	Fully Convolutional Networks for Semantic Segment…	0.80	2014-11-14
G-CNN (C4)	Group Equivariant Convolutional Networks	0.79	2016-02-24
Steerable G-CNN (e)	Learning Steerable Filters for Rotation Equivaria…	0.79	2017-11-20
Mask R-CNN (e)	Mask R-CNN	0.76	2017-03-20
U-Net (e)	U-Net: Convolutional Networks for Biomedical Imag…	0.76	2015-05-18