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 3226–3250 of 5035 papers

Title	Date	Tasks	Status
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision	Mar 4, 2022	Image SegmentationMedical Image Segmentation	—Unverified
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation	Apr 18, 2016	Image SegmentationSegmentation	—Unverified
SCRNet: a Retinex Structure-based Low-light Enhancement Model Guided by Spatial Consistency	May 14, 2023	Image EnhancementImage Segmentation	—Unverified
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation	May 18, 2023	Domain AdaptationImage Segmentation	—Unverified
SDF4CHD: Generative Modeling of Cardiac Anatomies with Congenital Heart Defects	Nov 1, 2023	Cardiac SegmentationImage Segmentation	—Unverified
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation	Jul 10, 2024	Domain AdaptationDomain Generalization	—Unverified
Sea ice detection using concurrent multispectral and synthetic aperture radar imagery	Jan 11, 2024	Image SegmentationSemantic Segmentation	—Unverified
Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges	Jun 1, 2023	Deep LearningImage Segmentation	—Unverified
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction	Sep 11, 2018	image-classificationImage Classification	—Unverified
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation	Jun 10, 2020	Data AugmentationImage Segmentation	—Unverified
SECP-Net: SE-Connection Pyramid Network of Organ At Risk Segmentation for Nasopharyngeal Carcinoma	Dec 28, 2021	Computed Tomography (CT)Image Segmentation	—Unverified
Secure 3D medical Imaging	Oct 6, 2020	Image SegmentationSegmentation	—Unverified
Seeded Laplaican: An Eigenfunction Solution for Scribble Based Interactive Image Segmentation	Feb 3, 2017	Image SegmentationInteractive Segmentation	—Unverified
Seeking multi-thresholds for image segmentation with Learning Automata	May 28, 2014	Image Segmentationparameter estimation	—Unverified
See-Through-Text Grouping for Referring Image Segmentation	Oct 1, 2019	Image Segmentationobject-detection	—Unverified
Seg4Reg+: Consistency Learning between Spine Segmentation and Cobb Angle Regression	Aug 26, 2022	global-optimizationImage Segmentation	—Unverified
SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation	Nov 21, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis	Nov 6, 2023	DiversityImage Generation	—Unverified
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks	Sep 10, 2024	Graph Neural NetworkImage Segmentation	—Unverified
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging	Mar 25, 2024	Few-Shot LearningImage Segmentation	—Unverified
SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization	Jan 1, 2023	Image SegmentationPose Estimation	—Unverified
SEGMENT3D: A Web-based Application for Collaborative Segmentation of 3D images used in the Shoot Apical Meristem	Oct 26, 2017	Cell SegmentationImage Segmentation	—Unverified
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels	Dec 28, 2023	Image SegmentationScene Segmentation	—Unverified
Segmentação de imagens utilizando competição e cooperação entre partículas	Feb 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
Segment Any Architectural Facades (SAAF):An automatic segmentation model for building facades, walls and windows based on multimodal semantics guidance	Jun 9, 2025	Image SegmentationSegmentation	—Unverified

Show:10 25 50

← PrevPage 130 of 202Next →

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