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 1601–1625 of 5035 papers

Title	Date	Tasks	Status	Score
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs	Mar 13, 2017	General ClassificationImage Segmentation	CodeCode Available	5
LACFormer: Toward accurate and efficient polyp segmentation	Nov 23, 2023	DecoderImage Segmentation	CodeCode Available	5
LadderNet: Multi-path networks based on U-Net for medical image segmentation	Oct 17, 2018	DecoderImage Segmentation	CodeCode Available	5
Efficient semantic image segmentation with superpixel pooling	Jun 7, 2018	GPUImage Segmentation	CodeCode Available	5
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level	Feb 11, 2025	Image SegmentationSegmentation	CodeCode Available	5
Kvasir-SEG: A Segmented Polyp Dataset	Nov 16, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	5
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT	Nov 11, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	5
Efficient Transformer Encoders for Mask2Former-style models	Apr 23, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	5
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation	Aug 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image Segmentation	Mar 28, 2016	ClusteringImage Segmentation	CodeCode Available	5
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip Arthroplasty	Jun 7, 2023	Active LearningAnatomy	CodeCode Available	5
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation	May 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover Design	Aug 3, 2024	Code GenerationImage Segmentation	CodeCode Available	5
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images	Nov 24, 2022	Image RegistrationImage Segmentation	CodeCode Available	5
Auto-nnU-Net: Towards Automated Medical Image Segmentation	May 22, 2025	AutoMLComputational Efficiency	CodeCode Available	5
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	CodeCode Available	5
Analysis of Information Flow Through U-Nets	Jan 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	5
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available	5
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available	5
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea Detection	May 19, 2023	Fovea DetectionImage 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
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural Networks	Jan 4, 2019	Deep LearningImage Segmentation	CodeCode Available	5
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available	5
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine Segmentation	Jan 25, 2019	Image SegmentationSegmentation	CodeCode Available	5
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	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