OpenCodePapers
multi-tissue-nucleus-segmentation-on-kumar
Multi-tissue Nucleus Segmentation
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Paper
Code
Dice
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Hausdorff Distance (mm)
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Jaccard Index
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PQ
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ModelName
ReleaseDate
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MRL: Learning to Mix with Attention and Convolutions
0.843
0.652
0.625
GC-MHVN
2022-08-30
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images
✓ Link
0.826
60
DSF-CNN (C8)
2020-04-06
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images
✓ Link
0.826
59.7
HoVer-Net (e)
2018-12-16
Learning Steerable Filters for Rotation Equivariant CNNs
0.820
55.8
Steerable G-CNN (C12)
2017-11-20
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation
0.818
57.7
CIA-Net (e)
2019-03-13
Learning Steerable Filters for Rotation Equivariant CNNs
0.818
54.3
Steerable G-CNN (C12)
2017-11-20
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
✓ Link
0.814
53.4
G-CNN (C12)
2020-02-20
Rotation equivariant vector field networks
✓ Link
0.813
51.4
VF-CNN (C12)
2016-12-29
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis
✓ Link
0.811
51.9
G-CNN (C12)
2020-02-20
Learning Steerable Filters for Rotation Equivariant CNNs
0.809
54.2
Steerable G-CNN (C4)
2017-11-20
Rotation equivariant vector field networks
✓ Link
0.808
50.7
VF-CNN (C12)
2016-12-29
Rotation equivariant vector field networks
✓ Link
0.800
49.9
VF-CNN (C4)
2016-12-29
Micro-Net: A unified model for segmentation of various objects in microscopy images
0.797
51.9
Micro-Net (e)
2018-04-22
Fully Convolutional Networks for Semantic Segmentation
✓ Link
0.797
31.2
FCN8 (e)
2014-11-14
Group Equivariant Convolutional Networks
✓ Link
0.793
49.0
G-CNN (C4)
2016-02-24
Learning Steerable Filters for Rotation Equivariant CNNs
0.791
51.0
Steerable G-CNN (e)
2017-11-20
Mask R-CNN
✓ Link
0.760
50.9
Mask R-CNN (e)
2017-03-20
U-Net: Convolutional Networks for Biomedical Image Segmentation
✓ Link
0.758
47.8
U-Net (e)
2015-05-18