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 551–575 of 5035 papers

Title	Date	Tasks	Status	Hype
Weakly supervised image segmentation for defect-based grading of fresh produce	Nov 25, 2024	Image SegmentationPanoptic Segmentation	CodeCode Available	0
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation	Nov 25, 2024	Active LearningBayesian Inference	—Unverified	0
Multi-scale Cascaded Large-Model for Whole-body ROI Segmentation	Nov 23, 2024	Computational EfficiencyGPU	CodeCode Available	0
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training	Nov 23, 2024	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation	Nov 23, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
Quantum-enhanced unsupervised image segmentation for medical images analysis	Nov 22, 2024	Image SegmentationSegmentation	—Unverified	0
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation	Nov 22, 2024	Domain GeneralizationImage Segmentation	—Unverified	0
SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation	Nov 21, 2024	Computed Tomography (CT)Image Segmentation	—Unverified	0
Sli2Vol+: Segmenting 3D Medical Images Based on an Object Estimation Guided Correspondence Flow Network	Nov 21, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models	Nov 21, 2024	Deep LearningDenoising	—Unverified	0
GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation	Nov 20, 2024	ClusteringImage Segmentation	—Unverified	0
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation	Nov 20, 2024	Contrastive LearningImage Segmentation	CodeCode Available	0
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline	Nov 19, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	3
DiM: f-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation	Nov 19, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Visualizing Loss Functions as Topological Landscape Profiles	Nov 19, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
SAM Carries the Burden: A Semi-Supervised Approach Refining Pseudo Labels for Medical Segmentation	Nov 19, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
KAN-Mamba FusionNet: Redefining Medical Image Segmentation with Non-Linear Modeling	Nov 18, 2024	Image SegmentationKolmogorov-Arnold Networks	—Unverified	0
SP ^3 : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation	Nov 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation	Nov 18, 2024	Contrastive LearningImage Segmentation	—Unverified	0
Label Sharing Incremental Learning Framework for Independent Multi-Label Segmentation Tasks	Nov 17, 2024	Image SegmentationIncremental Learning	—Unverified	0
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image Segmentation	Nov 17, 2024	Image SegmentationSegmentation	CodeCode Available	0
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention	Nov 16, 2024	DecoderImage Segmentation	—Unverified	0
CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation	Nov 15, 2024	Domain GeneralizationImage Segmentation	—Unverified	0
Repurposing Stable Diffusion Attention for Training-Free Unsupervised Interactive Segmentation	Nov 15, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label Selection	Nov 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0

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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