Multi-tissue Nucleus Segmentation on Kumar

Metric: Hausdorff Distance (mm) (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Hausdorff Distance (mm)▼	Extra Data	Paper	Date↕	Code
1	DSF-CNN (C8)	60	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
2	HoVer-Net (e)	59.7	No	HoVer-Net: Simultaneous Segmentation and Classif...	2018-12-16	Code
3	CIA-Net (e)	57.7	No	CIA-Net: Robust Nuclei Instance Segmentation wit...	2019-03-13	-
4	Steerable G-CNN (C12)	55.8	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
5	Steerable G-CNN (C12)	54.3	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
6	Steerable G-CNN (C4)	54.2	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
7	G-CNN (C12)	53.4	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
8	G-CNN (C12)	51.9	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
9	Micro-Net (e)	51.9	No	Micro-Net: A unified model for segmentation of v...	2018-04-22	-
10	VF-CNN (C12)	51.4	No	Rotation equivariant vector field networks	2016-12-29	Code
11	Steerable G-CNN (e)	51	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
12	Mask R-CNN (e)	50.9	No	Mask R-CNN	2017-03-20	Code
13	VF-CNN (C12)	50.7	No	Rotation equivariant vector field networks	2016-12-29	Code
14	VF-CNN (C4)	49.9	No	Rotation equivariant vector field networks	2016-12-29	Code
15	G-CNN (C4)	49	No	Group Equivariant Convolutional Networks	2016-02-24	Code
16	U-Net (e)	47.8	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
17	FCN8 (e)	31.2	No	Fully Convolutional Networks for Semantic Segmen...	2014-11-14	Code

#1DSF-CNN (C8)SOTA
60
Hausdorff Distance (mm)· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#2HoVer-Net (e)SOTA
59.7
Hausdorff Distance (mm)· 2018-12-16
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images Code
#3CIA-Net (e)
57.7
Hausdorff Distance (mm)· 2019-03-13
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation
#4Steerable G-CNN (C12)SOTA
55.8
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#5Steerable G-CNN (C12)
54.3
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#6Steerable G-CNN (C4)
54.2
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#7G-CNN (C12)
53.4
Hausdorff Distance (mm)· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#8G-CNN (C12)
51.9
Hausdorff Distance (mm)· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#9Micro-Net (e)
51.9
Hausdorff Distance (mm)· 2018-04-22
Micro-Net: A unified model for segmentation of various objects in microscopy images
#10VF-CNN (C12)SOTA
51.4
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#11Steerable G-CNN (e)
51
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#12Mask R-CNN (e)
50.9
Hausdorff Distance (mm)· 2017-03-20
Mask R-CNN Code
#13VF-CNN (C12)
50.7
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#14VF-CNN (C4)
49.9
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#15G-CNN (C4)SOTA
49
Hausdorff Distance (mm)· 2016-02-24
Group Equivariant Convolutional Networks Code
#16U-Net (e)SOTA
47.8
Hausdorff Distance (mm)· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#17FCN8 (e)SOTA
31.2
Hausdorff Distance (mm)· 2014-11-14
Fully Convolutional Networks for Semantic Segmentation Code