SOTAVerified

Multi-tissue Nucleus Segmentation

Papers

Showing 114 of 14 papers

TitleStatusHype
U-Net: Convolutional Networks for Biomedical Image SegmentationCode3
SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology ImagesCode1
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology ImagesCode1
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology ImagesCode1
Mask R-CNNCode1
Fully Convolutional Networks for Semantic SegmentationCode1
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image AnalysisCode1
PointNu-Net: Keypoint-assisted Convolutional Neural Network for Simultaneous Multi-tissue Histology Nuclei Segmentation and ClassificationCode1
Rotation equivariant vector field networksCode0
Group Equivariant Convolutional NetworksCode0
MRL: Learning to Mix with Attention and Convolutions0
Learning Steerable Filters for Rotation Equivariant CNNs0
Micro-Net: A unified model for segmentation of various objects in microscopy images0
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GC-MHVNDice0.84Unverified
2HoVer-Net (e)Dice0.83Unverified
3DSF-CNN (C8)Dice0.83Unverified
4Steerable G-CNN (C12)Dice0.82Unverified
5CIA-Net (e)Dice0.82Unverified
6Steerable G-CNN (C12)Dice0.82Unverified
7G-CNN (C12)Dice0.81Unverified
8VF-CNN (C12)Dice0.81Unverified
9G-CNN (C12)Dice0.81Unverified
10Steerable G-CNN (C4)Dice0.81Unverified
#ModelMetricClaimedVerifiedStatus
1PromptNuDice0.86Unverified
2HoVer-NetDice0.85Unverified
3SONNETDice0.84Unverified
4PointNu-NetDice0.82Unverified
#ModelMetricClaimedVerifiedStatus
1SONNETDice0.82Unverified