Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1551–1575 of 5035 papers

Title	Date	Tasks	Status	Score
Learning Shape Representation on Sparse Point Clouds for Volumetric Image Segmentation	Jun 5, 2019	Image SegmentationSegmentation	CodeCode Available	5
Learning Aerial Image Segmentation from Online Maps	Jul 21, 2017	General ClassificationImage Segmentation	CodeCode Available	5
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRI	Apr 21, 2020	Cardiac SegmentationImage Segmentation	CodeCode Available	5
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D Images	Oct 30, 2019	Image SegmentationPoint Cloud Segmentation	CodeCode Available	5
Large-scale image segmentation based on distributed clustering algorithms	Jun 21, 2021	ChunkingClustering	CodeCode Available	5
Language-Based Image Editing with Recurrent Attentive Models	Nov 16, 2017	ColorizationImage Colorization	CodeCode Available	5
Laplacian Segmentation Networks Improve Epistemic Uncertainty Quantification	Mar 23, 2023	Image SegmentationSegmentation	CodeCode Available	5
Multi-grained Temporal Prototype Learning for Few-shot Video Object Segmentation	Sep 20, 2023	Image SegmentationSegmentation	CodeCode Available	5
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available	5
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation	Sep 12, 2024	Image SegmentationMedical Diagnosis	CodeCode Available	5
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	5
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation	Aug 14, 2023	Image SegmentationLesion Segmentation	CodeCode Available	5
An application of cascaded 3D fully convolutional networks for medical image segmentation	Mar 14, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	5
Dense Transformer Networks	May 24, 2017	DecoderImage Segmentation	CodeCode Available	5
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image Segmentation	Jan 29, 2024	Active LearningImage Segmentation	CodeCode Available	5
Label Refinement Network from Synthetic Error Augmentation for Medical Image Segmentation	Sep 14, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available	5
LACFormer: Toward accurate and efficient polyp segmentation	Nov 23, 2023	DecoderImage Segmentation	CodeCode Available	5
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available	5
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level	Feb 11, 2025	Image SegmentationSegmentation	CodeCode Available	5
Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters	Dec 1, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Multiscale Combinatorial Grouping for Image Segmentation and Object Proposal Generation	Mar 3, 2015	Image SegmentationObject	CodeCode Available	5
A simple thinking about the application of the attention mechanism in medical ultrasound image segmentation task	Oct 2, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	5
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	5
Multi-scale self-guided attention for medical image segmentation	Jun 7, 2019	Attentive segmentation networksBrain Tumor Segmentation	CodeCode Available	5
Large-Scale Electron Microscopy Image Segmentation in Spark	Apr 1, 2016	Electron Microscopy Image SegmentationImage Segmentation	CodeCode Available	5

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified