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Multi-tissue Nucleus Segmentation

Papers

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Showing 1–10 of 14 papers

Title	Date	Tasks	Status	Hype
MRL: Learning to Mix with Attention and Convolutions	Aug 30, 2022	Histopathological SegmentationInductive Bias	—Unverified	0
SONNET: A Self-Guided Ordinal Regression Neural Network for Segmentation and Classification of Nuclei in Large-Scale Multi-Tissue Histology Images	Feb 9, 2022	ClassificationMulti-tissue Nucleus Segmentation	CodeCode Available	1
PointNu-Net: Keypoint-assisted Convolutional Neural Network for Simultaneous Multi-tissue Histology Nuclei Segmentation and Classification	Nov 1, 2021	ClassificationDiversity	CodeCode Available	1
Dense Steerable Filter CNNs for Exploiting Rotational Symmetry in Histology Images	Apr 6, 2020	Breast Tumour ClassificationColorectal Gland Segmentation:	CodeCode Available	1
Roto-Translation Equivariant Convolutional Networks: Application to Histopathology Image Analysis	Feb 20, 2020	BIG-bench Machine LearningBreast Tumour Classification	CodeCode Available	1
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation	Mar 13, 2019	Instance SegmentationMulti-tissue Nucleus Segmentation	—Unverified	0
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images	Dec 16, 2018	ClassificationGeneral Classification	CodeCode Available	1
Micro-Net: A unified model for segmentation of various objects in microscopy images	Apr 22, 2018	Deep LearningMulti-tissue Nucleus Segmentation	—Unverified	0
Learning Steerable Filters for Rotation Equivariant CNNs	Nov 20, 2017	Breast Tumour ClassificationColorectal Gland Segmentation:	—Unverified	0
Mask R-CNN	Mar 20, 2017	3D Instance SegmentationHuman Part Segmentation	CodeCode Available	1

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All datasets Kumar CoNSeP PanNuke

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GC-MHVN	Dice	0.84	—	Unverified
2	HoVer-Net (e)	Dice	0.83	—	Unverified
3	DSF-CNN (C8)	Dice	0.83	—	Unverified
4	Steerable G-CNN (C12)	Dice	0.82	—	Unverified
5	Steerable G-CNN (C12)	Dice	0.82	—	Unverified
6	CIA-Net (e)	Dice	0.82	—	Unverified
7	G-CNN (C12)	Dice	0.81	—	Unverified
8	VF-CNN (C12)	Dice	0.81	—	Unverified
9	G-CNN (C12)	Dice	0.81	—	Unverified
10	Steerable G-CNN (C4)	Dice	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PromptNu	Dice	0.86	—	Unverified
2	HoVer-Net	Dice	0.85	—	Unverified
3	SONNET	Dice	0.84	—	Unverified
4	PointNu-Net	Dice	0.82	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SONNET	Dice	0.82	—	Unverified