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SotA/Medical/Multi-tissue Nucleus Segmentation/Kumar

Multi-tissue Nucleus Segmentation on Kumar

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

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#Model↕Hausdorff Distance (mm)▼Extra DataPaperDate↕Code
1DSF-CNN (C8)60NoDense Steerable Filter CNNs for Exploiting Rotat...2020-04-06Code
2HoVer-Net (e)59.7NoHoVer-Net: Simultaneous Segmentation and Classif...2018-12-16Code
3CIA-Net (e)57.7NoCIA-Net: Robust Nuclei Instance Segmentation wit...2019-03-13-
4Steerable G-CNN (C12)55.8NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
5Steerable G-CNN (C12)54.3NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
6Steerable G-CNN (C4)54.2NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
7G-CNN (C12)53.4NoRoto-Translation Equivariant Convolutional Netwo...2020-02-20Code
8G-CNN (C12)51.9NoRoto-Translation Equivariant Convolutional Netwo...2020-02-20Code
9Micro-Net (e)51.9NoMicro-Net: A unified model for segmentation of v...2018-04-22-
10VF-CNN (C12)51.4NoRotation equivariant vector field networks2016-12-29Code
11Steerable G-CNN (e)51NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
12Mask R-CNN (e)50.9NoMask R-CNN2017-03-20Code
13VF-CNN (C12)50.7NoRotation equivariant vector field networks2016-12-29Code
14VF-CNN (C4)49.9NoRotation equivariant vector field networks2016-12-29Code
15G-CNN (C4)49NoGroup Equivariant Convolutional Networks2016-02-24Code
16U-Net (e)47.8NoU-Net: Convolutional Networks for Biomedical Ima...2015-05-18Code
17FCN8 (e)31.2NoFully Convolutional Networks for Semantic Segmen...2014-11-14Code