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 2126–2150 of 5035 papers

Title	Date	Tasks	Status
A hybrid approach for improving U-Net variants in medical image segmentation	Jul 31, 2023	Image SegmentationLesion Segmentation	—Unverified
Active Contour Models for Manifold Valued Image Segmentation	Jun 26, 2013	Image SegmentationSegmentation	—Unverified
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training	Nov 29, 2018	Image SegmentationMedical Image Segmentation	—Unverified
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods	Feb 4, 2024	Image Segmentationobject-detection	—Unverified
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation	Nov 13, 2017	Hyperspectral Image SegmentationImage Segmentation	—Unverified
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation	Feb 6, 2025	Domain AdaptationImage Segmentation	—Unverified
Gaze2Segment: A Pilot Study for Integrating Eye-Tracking Technology into Medical Image Segmentation	Aug 10, 2016	DiagnosticImage Segmentation	—Unverified
A Simplified Approach to Deep Learning for Image Segmentation	Aug 31, 2018	Deep LearningGeneral Classification	—Unverified
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation	Apr 18, 2021	Image SegmentationSegmentation	—Unverified
Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting	Dec 31, 2024	Image Segmentationobject-detection	—Unverified
Conditional Conformal Risk Adaptation	Apr 10, 2025	Conformal PredictionImage Segmentation	—Unverified
A hybrid approach based segmentation technique for brain tumor in MRI Images	Mar 8, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation	Jun 11, 2019	Image SegmentationSemantic Segmentation	—Unverified
Gastric histopathology image segmentation using a hierarchical conditional random field	Mar 3, 2020	Blood DetectionImage Segmentation	—Unverified
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation	Oct 19, 2020	Image SegmentationLesion Segmentation	—Unverified
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation	Sep 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation	Apr 5, 2020	Cardiac SegmentationImage Segmentation	—Unverified
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
Fuzzy Superpixel-based Image Segmentation	Feb 1, 2023	Image SegmentationSegmentation	—Unverified
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation	Mar 16, 2024	image-classificationImage Classification	—Unverified
Concept Mask: Large-Scale Segmentation from Semantic Concepts	Aug 18, 2018	Image SegmentationSegmentation	—Unverified
A Simple Baseline with Single-encoder for Referring Image Segmentation	Aug 28, 2024	Computational EfficiencyDecoder	—Unverified
A High-Order Scheme for Image Segmentation via a modified Level-Set method	Dec 7, 2018	Image SegmentationSemantic Segmentation	—Unverified
Fuzzy Clustering Based Segmentation Of Vertebrae in T1-Weighted Spinal MR Images	May 9, 2016	ClusteringDiagnostic	—Unverified

Show:10 25 50

← PrevPage 86 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