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 2526–2550 of 5035 papers

Title	Date	Tasks	Status
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data	Jan 15, 2022	DecoderHippocampus	—Unverified
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model	Nov 23, 2022	COVID-19 DiagnosisDiagnostic	—Unverified
SSEGEP: Small SEGment Emphasized Performance evaluation metric for medical image segmentation	Sep 8, 2021	Image SegmentationMedical Image Analysis	—Unverified
Stack-U-Net: Refinement Network for Image Segmentation on the Example of Optic Disc and Cup	Apr 30, 2018	Image SegmentationSegmentation	—Unverified
Stagnant zone segmentation with U-net	Jan 1, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
STARS: Zero-shot Sim-to-Real Transfer for Segmentation of Shipwrecks in Sonar Imagery	Oct 2, 2023	Image SegmentationSegmentation	—Unverified
State-of-The-Art Fuzzy Active Contour Models for Image Segmentation	Aug 1, 2020	Image SegmentationSegmentation	—Unverified
Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation	Jan 12, 2025	Image RetrievalImage Segmentation	—Unverified
Stereo-based terrain traversability analysis using normal-based segmentation and superpixel surface analysis	Jul 16, 2019	3D ReconstructionAll	—Unverified
StereoSnakes: Contour Based Consistent Object Extraction For Stereo Images	Dec 1, 2015	Image SegmentationObject	—Unverified
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation	Mar 25, 2022	COVID-19 DiagnosisCOVID-19 Image Segmentation	—Unverified
STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer and Multi-scale MLP for Medical Image Segmentation	Apr 25, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Stopping Criterion for the Mean Shift Iterative Algorithm	Jun 11, 2013	Image SegmentationSegmentation	—Unverified
Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models	Mar 25, 2024	AnatomyImage Segmentation	—Unverified
Streamlined Photoacoustic Image Processing with Foundation Models: A Training-Free Solution	Apr 11, 2024	Image SegmentationSegmentation	—Unverified
StructBoost: Boosting Methods for Predicting Structured Output Variables	Feb 14, 2013	Image SegmentationMulti-class Classification	—Unverified
Semantic and structural image segmentation for prosthetic vision	Sep 25, 2018	Image SegmentationObject	—Unverified
Structure Boundary Preserving Segmentation for Medical Image With Ambiguous Boundary	Jun 1, 2020	Image SegmentationSegmentation	—Unverified
Structured IB: Improving Information Bottleneck with Structured Feature Learning	Dec 11, 2024	Image SegmentationSemantic Communication	—Unverified
Structured Learning of Tree Potentials in CRF for Image Segmentation	Mar 26, 2017	Image SegmentationSemantic Segmentation	—Unverified
Structured Prediction with Abstention via the Lovász Hinge	May 9, 2025	Image SegmentationPrediction	—Unverified
Structure-Preserving Instance Segmentation via Skeleton-Aware Distance Transform	Oct 8, 2023	Image SegmentationInstance Segmentation	—Unverified
Structure Unbiased Adversarial Model for Medical Image Segmentation	May 25, 2022	Image SegmentationImage-to-Image Translation	—Unverified
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI	Nov 15, 2020	Data AugmentationImage Segmentation	—Unverified
Study of Efficient Technique Based On 2D Tsallis Entropy For Image Thresholding	Jan 20, 2014	Edge DetectionImage Segmentation	—Unverified

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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