Colorectal Gland Segmentation: on CRAG

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

LeaderboardDataset

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Results

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#	Model↕	Hausdorff Distance (mm)▼	Extra Data	Paper	Date↕	Code
1	VF-CNN (C4)	318.9	No	Rotation equivariant vector field networks	2016-12-29	Code
2	VF-CNN (C8)	287.5	No	Rotation equivariant vector field networks	2016-12-29	Code
3	VF-CNN (C12)	251.9	No	Rotation equivariant vector field networks	2016-12-29	Code
4	FCN8 (e)	199.5	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
5	U-Net (e)	196.9	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
6	G-CNN (C12)	192.2	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
7	Steerable G-CNN (e)	175.9	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
8	G-CNN (C4)	170.4	No	Group Equivariant Convolutional Networks	2016-02-24	Code
9	Steerable G-CNN (C12)	164.8	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
10	G-CNN (C8)	157.4	No	Roto-Translation Equivariant Convolutional Netwo...	2020-02-20	Code
11	Steerable G-CNN (C12)	156.2	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
12	MILD-Net (e)	146.2	No	MILD-Net: Minimal Information Loss Dilated Netwo...	2018-06-05	-
13	Steerable G-CNN (C8)	139.5	No	Learning Steerable Filters for Rotation Equivari...	2017-11-20	-
14	DSF-CNN (C8)	138.4	No	Dense Steerable Filter CNNs for Exploiting Rotat...	2020-04-06	Code
15	PatchCL	119.5	No	-	-	Code

#1VF-CNN (C4)SOTA
318.9
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#2VF-CNN (C8)
287.5
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#3VF-CNN (C12)
251.9
Hausdorff Distance (mm)· 2016-12-29
Rotation equivariant vector field networks Code
#4FCN8 (e)SOTA
199.5
Hausdorff Distance (mm)· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#5U-Net (e)
196.9
Hausdorff Distance (mm)· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#6G-CNN (C12)
192.2
Hausdorff Distance (mm)· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#7Steerable G-CNN (e)
175.9
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#8G-CNN (C4)
170.4
Hausdorff Distance (mm)· 2016-02-24
Group Equivariant Convolutional Networks Code
#9Steerable G-CNN (C12)
164.8
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#10G-CNN (C8)
157.4
Hausdorff Distance (mm)· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis Code
#11Steerable G-CNN (C12)
156.2
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#12MILD-Net (e)
146.2
Hausdorff Distance (mm)· 2018-06-05
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images
#13Steerable G-CNN (C8)
139.5
Hausdorff Distance (mm)· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#14DSF-CNN (C8)
138.4
Hausdorff Distance (mm)· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images Code
#15PatchCL
119.5
Hausdorff Distance (mm)
No paperCode