Cell Segmentation

Cell Segmentation is a task of splitting a microscopic image domain into segments, which represent individual instances of cells. It is a fundamental step in many biomedical studies, and it is regarded as a cornerstone of image-based cellular research. Cellular morphology is an indicator of a physiological state of the cell, and a well-segmented image can capture biologically relevant morphological information.

Source: Cell Segmentation by Combining Marker-controlled Watershed and Deep Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 141–150 of 178 papers

Title	Date	Tasks	Status
A Novel Automation-Assisted Cervical Cancer Reading Method Based on Convolutional Neural Network	Dec 14, 2019	Cell Segmentationobject-detection	—Unverified
Weakly Supervised Multi-Task Learning for Cell Detection and Segmentation	Oct 27, 2019	Cell DetectionCell Segmentation	—Unverified
Comparing Deep Learning Models for Multi-cell Classification in Liquid-based Cervical Cytology Images	Oct 2, 2019	Cell DetectionCell Segmentation	—Unverified
DISCo: Deep learning, Instance Segmentation, and Correlations for cell segmentation in calcium imaging	Aug 21, 2019	Cell SegmentationClustering	CodeCode Available
IRNet: Instance Relation Network for Overlapping Cervical Cell Segmentation	Aug 19, 2019	Cell SegmentationInstance Segmentation	CodeCode Available
Multi-scale Cell Instance Segmentation with Keypoint Graph based Bounding Boxes	Jul 22, 2019	Cell SegmentationInstance Segmentation	CodeCode Available
End-to-end learning of pharmacological assays from high-resolution microscopy images	May 1, 2019	Cell SegmentationDrug Discovery	—Unverified
Learn to segment single cells with deep distance estimator and deep cell detector	Apr 23, 2019	Cell SegmentationClassification	—Unverified
Algorithms used for the Cell Segmentation Benchmark Competition at ISBI 2019 by RWTH-GE	Apr 15, 2019	Cell SegmentationClustering	—Unverified
QANet -- Quality Assurance Network for Image Segmentation	Apr 9, 2019	Cell SegmentationImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 15 of 18Next →

All datasets Fluo-N2DL-HeLa LIVECell DIC-C2DH-HeLa EVICAN Fluo-N2DH-GOWT1 Fluo-N2DH-SIM+CoNSeP Fluo-C3DL-MDA231 MoNuSeg PanNuke PhC-C2DH-U373

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Dual U-Net (Neighbor distances)	SEG (~Mean IoU)	0.9	—	Unverified
2	DecLSTM	SEG (~Mean IoU)	0.84	—	Unverified
3	EncLSTM	SEG (~Mean IoU)	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Cascade Mask RCNN-ResNest-200	mask AP	47.9	—	Unverified
2	CenterMask-VoVNet2-FPN	mask AP	47.8	—	Unverified
3	Point2Mask	mask AP	43.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EncLSTM	SEG (~Mean IoU)	0.79	—	Unverified
2	DecLSTM	SEG (~Mean IoU)	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepCeNS	mask AP	52.56	—	Unverified
2	EVICAN-MRCNN	mask AP	32.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DecLSTM	SEG (~Mean IoU)	0.85	—	Unverified
2	EncLSTM	SEG (~Mean IoU)	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EncLSTM	SEG (~Mean IoU)	0.81	—	Unverified
2	DecLSTM	SEG (~Mean IoU)	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PromptNu	Average Dice	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Dual U-Net (Neighbor distances)	SEG (~Mean IoU)	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PromptNu	Average Dice	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PromptNu	Average Dice	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EncLSTM	SEG (~Mean IoU)	0.84	—	Unverified