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colorectal-gland-segmentation-on-crag
Colorectal Gland Segmentation:
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Paper
Code
Dice
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F1-score
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Hausdorff Distance (mm)
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ModelName
ReleaseDate
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Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation
✓ Link
0.892
0.881
119.5
PatchCL
2023-01-01
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images
✓ Link
0.891
0.874
138.4
DSF-CNN (C8)
2020-04-06
Learning Steerable Filters for Rotation Equivariant CNNs
0.888
0.861
139.5
Steerable G-CNN (C8)
2017-11-20
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images
0.883
0.869
146.2
MILD-Net (e)
2018-06-05
Learning Steerable Filters for Rotation Equivariant CNNs
0.870
0.855
156.2
Steerable G-CNN (C12)
2017-11-20
Learning Steerable Filters for Rotation Equivariant CNNs
0.869
0.837
164.8
Steerable G-CNN (C12)
2017-11-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
✓ Link
0.866
0.837
157.4
G-CNN (C8)
2020-02-20
Group Equivariant Convolutional Networks
✓ Link
0.856
0.833
170.4
G-CNN (C4)
2016-02-24
Learning Steerable Filters for Rotation Equivariant CNNs
0.848
0.811
175.9
Steerable G-CNN (e)
2017-11-20
U-Net: Convolutional Networks for Biomedical Image Segmentation
✓ Link
0.844
196.9
U-Net (e)
2015-05-18
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
✓ Link
0.834
0.818
192.2
G-CNN (C12)
2020-02-20
Rotation equivariant vector field networks
✓ Link
0.782
0.776
251.9
VF-CNN (C12)
2016-12-29
Rotation equivariant vector field networks
✓ Link
0.758
0.745
287.5
VF-CNN (C8)
2016-12-29
Rotation equivariant vector field networks
✓ Link
0.721
0.711
318.9
VF-CNN (C4)
2016-12-29
U-Net: Convolutional Networks for Biomedical Image Segmentation
✓ Link
199.5
FCN8 (e)
2015-05-18