Colorectal Gland Segmentation: on CRAG

Metric: F1-score (higher is better)

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#	Model↕	F1-score▼	Extra Data	Paper	Date↕	Code
1	PatchCL	0.881	No	-	-	Code
2	DSF-CNN (C8)	0.874	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
3	MILD-Net (e)	0.869	No	MILD-Net: Minimal Information Loss Dilated Netwo...	2018-06-05	-
4	Steerable G-CNN (C8)	0.861	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
5	Steerable G-CNN (C12)	0.855	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
6	Steerable G-CNN (C12)	0.837	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
7	G-CNN (C8)	0.837	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
8	G-CNN (C4)	0.833	No	Group Equivariant Convolutional Networks	2016-02-24	Code
9	G-CNN (C12)	0.818	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
10	Steerable G-CNN (e)	0.811	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
11	VF-CNN (C12)	0.776	No	Rotation equivariant vector field networks	2016-12-29	Code
12	VF-CNN (C8)	0.745	No	Rotation equivariant vector field networks	2016-12-29	Code
13	VF-CNN (C4)	0.711	No	Rotation equivariant vector field networks	2016-12-29	Code

#1PatchCL
0.881
F1-score
No paperCode
#2DSF-CNN (C8)SOTA
0.874
F1-score· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#3MILD-Net (e)SOTA
0.869
F1-score· 2018-06-05
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images
#4Steerable G-CNN (C8)SOTA
0.861
F1-score· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#5Steerable G-CNN (C12)
0.855
F1-score· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#6Steerable G-CNN (C12)
0.837
F1-score· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#7G-CNN (C8)
0.837
F1-score· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#8G-CNN (C4)SOTA
0.833
F1-score· 2016-02-24
Group Equivariant Convolutional Networks Code
#9G-CNN (C12)
0.818
F1-score· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#10Steerable G-CNN (e)
0.811
F1-score· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#11VF-CNN (C12)
0.776
F1-score· 2016-12-29
Rotation equivariant vector field networks Code
#12VF-CNN (C8)
0.745
F1-score· 2016-12-29
Rotation equivariant vector field networks Code
#13VF-CNN (C4)
0.711
F1-score· 2016-12-29
Rotation equivariant vector field networks Code