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SotA/Medical/Multi-tissue Nucleus Segmentation/Kumar

Multi-tissue Nucleus Segmentation on Kumar

Metric: Dice (higher is better)

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#Model↕Dice▼Extra DataPaperDate↕Code
1GC-MHVN0.843NoMRL: Learning to Mix with Attention and Convolut...2022-08-30-
2DSF-CNN (C8)0.826NoDense Steerable Filter CNNs for Exploiting Rotat...2020-04-06Code
3HoVer-Net (e)0.826NoHoVer-Net: Simultaneous Segmentation and Classif...2018-12-16Code
4Steerable G-CNN (C12)0.82NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
5CIA-Net (e)0.818NoCIA-Net: Robust Nuclei Instance Segmentation wit...2019-03-13-
6Steerable G-CNN (C12)0.818NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
7G-CNN (C12)0.814NoRoto-Translation Equivariant Convolutional Netwo...2020-02-20Code
8VF-CNN (C12)0.813NoRotation equivariant vector field networks2016-12-29Code
9G-CNN (C12)0.811NoRoto-Translation Equivariant Convolutional Netwo...2020-02-20Code
10Steerable G-CNN (C4)0.809NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
11VF-CNN (C12)0.808NoRotation equivariant vector field networks2016-12-29Code
12VF-CNN (C4)0.8NoRotation equivariant vector field networks2016-12-29Code
13Micro-Net (e)0.797NoMicro-Net: A unified model for segmentation of v...2018-04-22-
14FCN8 (e)0.797NoFully Convolutional Networks for Semantic Segmen...2014-11-14Code
15G-CNN (C4)0.793NoGroup Equivariant Convolutional Networks2016-02-24Code
16Steerable G-CNN (e)0.791NoLearning Steerable Filters for Rotation Equivari...2017-11-20-
17Mask R-CNN (e)0.76NoMask R-CNN2017-03-20Code
18U-Net (e)0.758NoU-Net: Convolutional Networks for Biomedical Ima...2015-05-18Code