Colorectal Gland Segmentation: on CRAG

Metric: Dice (higher is better)

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#	Model↕	Dice▼	Extra Data	Paper	Date↕	Code
1	PatchCL	0.892	No	-	-	Code
2	DSF-CNN (C8)	0.891	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
3	Steerable G-CNN (C8)	0.888	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
4	MILD-Net (e)	0.883	No	MILD-Net: Minimal Information Loss Dilated Netwo...	2018-06-05	-
5	Steerable G-CNN (C12)	0.87	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
6	Steerable G-CNN (C12)	0.869	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
7	G-CNN (C8)	0.866	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
8	G-CNN (C4)	0.856	No	Group Equivariant Convolutional Networks	2016-02-24	Code
9	Steerable G-CNN (e)	0.848	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
10	U-Net (e)	0.844	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
11	G-CNN (C12)	0.834	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
12	VF-CNN (C12)	0.782	No	Rotation equivariant vector field networks	2016-12-29	Code
13	VF-CNN (C8)	0.758	No	Rotation equivariant vector field networks	2016-12-29	Code
14	VF-CNN (C4)	0.721	No	Rotation equivariant vector field networks	2016-12-29	Code

#1PatchCL
0.892
Dice
No paperCode
#2DSF-CNN (C8)SOTA
0.891
Dice· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#3Steerable G-CNN (C8)SOTA
0.888
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#4MILD-Net (e)
0.883
Dice· 2018-06-05
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images
#5Steerable G-CNN (C12)
0.87
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#6Steerable G-CNN (C12)
0.869
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#7G-CNN (C8)
0.866
Dice· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#8G-CNN (C4)SOTA
0.856
Dice· 2016-02-24
Group Equivariant Convolutional Networks Code
#9Steerable G-CNN (e)
0.848
Dice· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#10U-Net (e)SOTA
0.844
Dice· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#11G-CNN (C12)
0.834
Dice· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#12VF-CNN (C12)
0.782
Dice· 2016-12-29
Rotation equivariant vector field networks Code
#13VF-CNN (C8)
0.758
Dice· 2016-12-29
Rotation equivariant vector field networks Code
#14VF-CNN (C4)
0.721
Dice· 2016-12-29
Rotation equivariant vector field networks Code