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 4151–4175 of 5035 papers

Title	Date	Tasks	Status
Fusion Based Holistic Road Scene Understanding	Jun 29, 2014	ClusteringImage Segmentation	—Unverified
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond	Oct 16, 2024	Image RestorationImage Segmentation	—Unverified
Fusion of Image Segmentation Algorithms using Consensus Clustering	Feb 18, 2015	ClusteringImage Segmentation	—Unverified
FusionSAM: Latent Space driven Segment Anything Model for Multimodal Fusion and Segmentation	Aug 26, 2024	Autonomous DrivingImage Segmentation	—Unverified
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging	Sep 20, 2021	FairnessImage Reconstruction	—Unverified
Fuzzy Clustering Based Segmentation Of Vertebrae in T1-Weighted Spinal MR Images	May 9, 2016	ClusteringDiagnostic	—Unverified
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation	Mar 16, 2024	image-classificationImage Classification	—Unverified
Fuzzy Superpixel-based Image Segmentation	Feb 1, 2023	Image SegmentationSegmentation	—Unverified
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation	Sep 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation	Oct 19, 2020	Image SegmentationLesion Segmentation	—Unverified
Gastric histopathology image segmentation using a hierarchical conditional random field	Mar 3, 2020	Blood DetectionImage Segmentation	—Unverified
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation	Jun 11, 2019	Image SegmentationSemantic Segmentation	—Unverified
Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting	Dec 31, 2024	Image Segmentationobject-detection	—Unverified
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation	Apr 18, 2021	Image SegmentationSegmentation	—Unverified
Gaze2Segment: A Pilot Study for Integrating Eye-Tracking Technology into Medical Image Segmentation	Aug 10, 2016	DiagnosticImage Segmentation	—Unverified
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation	Feb 6, 2025	Domain AdaptationImage Segmentation	—Unverified
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods	Feb 4, 2024	Image Segmentationobject-detection	—Unverified
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels	Sep 16, 2023	AttributeContrastive Learning	—Unverified
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation	May 2, 2025	Computational EfficiencyImage Segmentation	—Unverified
GenColor: Generative Color-Concept Association in Visual Design	Mar 5, 2025	Image SegmentationSemantic Segmentation	—Unverified
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation	Aug 3, 2020	Data AugmentationImage Segmentation	—Unverified
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model	Jun 12, 2024	Change DetectionImage Segmentation	—Unverified
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach	Aug 28, 2024	Image SegmentationMedical Image 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