Multi-tissue Nucleus Segmentation on Kumar

Metric: Dice (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	GC-MHVN	0.843	No	MRL: Learning to Mix with Attention and Convolut...	2022-08-30	-
2	DSF-CNN (C8)	0.826	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
3	HoVer-Net (e)	0.826	No	HoVer-Net: Simultaneous Segmentation and Classif...	2018-12-16	Code
4	Steerable G-CNN (C12)	0.82	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
5	CIA-Net (e)	0.818	No	CIA-Net: Robust Nuclei Instance Segmentation wit...	2019-03-13	-
6	Steerable G-CNN (C12)	0.818	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
7	G-CNN (C12)	0.814	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
8	VF-CNN (C12)	0.813	No	Rotation equivariant vector field networks	2016-12-29	Code
9	G-CNN (C12)	0.811	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
10	Steerable G-CNN (C4)	0.809	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
11	VF-CNN (C12)	0.808	No	Rotation equivariant vector field networks	2016-12-29	Code
12	VF-CNN (C4)	0.8	No	Rotation equivariant vector field networks	2016-12-29	Code
13	Micro-Net (e)	0.797	No	Micro-Net: A unified model for segmentation of v...	2018-04-22	-
14	FCN8 (e)	0.797	No	Fully Convolutional Networks for Semantic Segmen...	2014-11-14	Code
15	G-CNN (C4)	0.793	No	Group Equivariant Convolutional Networks	2016-02-24	Code
16	Steerable G-CNN (e)	0.791	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
17	Mask R-CNN (e)	0.76	No	Mask R-CNN	2017-03-20	Code
18	U-Net (e)	0.758	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code

#1GC-MHVNSOTA
0.843
Dice· 2022-08-30
MRL: Learning to Mix with Attention and Convolutions
#2DSF-CNN (C8)
0.826
Dice· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#3HoVer-Net (e)SOTA
0.826
Dice· 2018-12-16
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images Code
#4Steerable G-CNN (C12)SOTA
0.82
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#5CIA-Net (e)
0.818
Dice· 2019-03-13
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation
#6Steerable G-CNN (C12)
0.818
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#7G-CNN (C12)
0.814
Dice· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#8VF-CNN (C12)SOTA
0.813
Dice· 2016-12-29
Rotation equivariant vector field networks Code
#9G-CNN (C12)
0.811
Dice· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#10Steerable G-CNN (C4)
0.809
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#11VF-CNN (C12)
0.808
Dice· 2016-12-29
Rotation equivariant vector field networks Code
#12VF-CNN (C4)
0.8
Dice· 2016-12-29
Rotation equivariant vector field networks Code
#13Micro-Net (e)
0.797
Dice· 2018-04-22
Micro-Net: A unified model for segmentation of various objects in microscopy images
#14FCN8 (e)SOTA
0.797
Dice· 2014-11-14
Fully Convolutional Networks for Semantic Segmentation Code
#15G-CNN (C4)
0.793
Dice· 2016-02-24
Group Equivariant Convolutional Networks Code
#16Steerable G-CNN (e)
0.791
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#17Mask R-CNN (e)
0.76
Dice· 2017-03-20
Mask R-CNN Code
#18U-Net (e)
0.758
Dice· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code