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Colorectal Gland Segmentation:
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CRAG
Colorectal Gland Segmentation: on CRAG
Metric: F1-score (higher is better)
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#
Model
↕
F1-score
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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
#1
PatchCL
0.881
F1-score
No paper
Code
#2
DSF-CNN (C8)
SOTA
0.874
F1-score
· 2020-04-06
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images
Code
#3
MILD-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
#4
Steerable G-CNN (C8)
SOTA
0.861
F1-score
· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#5
Steerable G-CNN (C12)
0.855
F1-score
· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#6
Steerable G-CNN (C12)
0.837
F1-score
· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#7
G-CNN (C8)
0.837
F1-score
· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
Code
#8
G-CNN (C4)
SOTA
0.833
F1-score
· 2016-02-24
Group Equivariant Convolutional Networks
Code
#9
G-CNN (C12)
0.818
F1-score
· 2020-02-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
Code
#10
Steerable G-CNN (e)
0.811
F1-score
· 2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
#11
VF-CNN (C12)
0.776
F1-score
· 2016-12-29
Rotation equivariant vector field networks
Code
#12
VF-CNN (C8)
0.745
F1-score
· 2016-12-29
Rotation equivariant vector field networks
Code
#13
VF-CNN (C4)
0.711
F1-score
· 2016-12-29
Rotation equivariant vector field networks
Code