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 81–90 of 178 papers

Title	Date	Tasks	Status
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset	Mar 27, 2024	Cell SegmentationDiagnostic	—Unverified
DeepSDCS: Dissecting cancer proliferation heterogeneity in Ki67 digital whole slide images	Jun 28, 2018	Cancer ClassificationCell Segmentation	—Unverified
Defining the boundaries: challenges and advances in identifying cells in microscopy images	Nov 14, 2023	Cell SegmentationSegmentation	—Unverified
Denoising Diffusion Probabilistic Models for Image Inpainting of Cell Distributions in the Human Brain	Nov 28, 2023	Cell SegmentationDenoising	—Unverified
Differentiable Microscopy for Content and Task Aware Compressive Fluorescence Imaging	Mar 28, 2022	Cell Segmentation	—Unverified
DistNet2D: Leveraging long-range temporal information for efficient segmentation and tracking	Oct 30, 2023	Cell SegmentationData Visualization	—Unverified
Double U-Net for Super-Resolution and Segmentation of Live Cell Images	Dec 5, 2022	Cell SegmentationSegmentation	—Unverified
Edge-Based Self-Supervision for Semi-Supervised Few-Shot Microscopy Image Cell Segmentation	Aug 3, 2022	Cell SegmentationSegmentation	—Unverified
Efficient Pose and Cell Segmentation using Column Generation	Dec 1, 2016	Cell SegmentationEfficient Exploration	—Unverified
End-to-end learning of pharmacological assays from high-resolution microscopy images	May 1, 2019	Cell SegmentationDrug Discovery	—Unverified

Show:10 25 50

← PrevPage 9 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