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 3201–3225 of 5035 papers

Title	Date	Tasks	Status
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation	Jul 6, 2024	General KnowledgeImage Segmentation	—Unverified
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting	Nov 26, 2024	Few-Shot LearningImage Segmentation	—Unverified
SAM on Medical Images: A Comprehensive Study on Three Prompt Modes	Apr 28, 2023	Image SegmentationMedical Image Analysis	—Unverified
Sampling of Planar Curves: Theory and Fast Algorithms	Nov 12, 2019	Image SegmentationSemantic Segmentation	—Unverified
SAM-R1: Leveraging SAM for Reward Feedback in Multimodal Segmentation via Reinforcement Learning	May 28, 2025	Image SegmentationMultimodal Reasoning	—Unverified
SAMVG: A Multi-stage Image Vectorization Model with the Segment-Anything Model	Nov 9, 2023	Image Segmentationmodel	—Unverified
SAR image segmentation algorithms based on I-divergence-TV model	Dec 9, 2023	Image SegmentationSegmentation	—Unverified
Scalable Neural Architecture Search for 3D Medical Image Segmentation	Jun 13, 2019	DecoderImage Segmentation	—Unverified
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning	Sep 22, 2023	Deep LearningImage Segmentation	—Unverified
Scalable Variational Inference in Log-supermodular Models	Feb 23, 2015	Bayesian InferenceImage Segmentation	—Unverified
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images	May 30, 2023	Image SegmentationImage Super-Resolution	—Unverified
Scale-Equivariant UNet for Histopathology Image Segmentation	Apr 10, 2023	Image SegmentationSegmentation	—Unverified
Scale-wise Bidirectional Alignment Network for Referring Remote Sensing Image Segmentation	Jan 1, 2025	feature selectionImage Segmentation	—Unverified
Scaling up Image Segmentation across Data and Tasks	Jan 1, 2025	DiversityImage Segmentation	—Unverified
Scene Labeling with Contextual Hierarchical Models	Feb 4, 2014	Edge DetectionImage Segmentation	—Unverified
Scene Labeling With LSTM Recurrent Neural Networks	Jun 1, 2015	ClassificationCPU	—Unverified
Scene Understanding for Autonomous Manipulation with Deep Learning	Mar 23, 2019	Action UnderstandingAffordance Detection	—Unverified
Schema matching using Gaussian mixture models with Wasserstein distance	Nov 28, 2021	ClusteringImage Segmentation	—Unverified
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions	Mar 10, 2023	DenoisingImage Segmentation	—Unverified
Screen Content Image Segmentation Using Robust Regression and Sparse Decomposition	Jul 8, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Screen Content Image Segmentation Using Sparse Decomposition and Total Variation Minimization	Feb 7, 2016	ClusteringDenoising	—Unverified
Screen Content Image Segmentation Using Sparse-Smooth Decomposition	Nov 21, 2015	ClusteringDenoising	—Unverified
Screen Content Image Segmentation Using Least Absolute Deviation Fitting	Jan 15, 2015	ClusteringForeground Segmentation	—Unverified
ScribbleSeg: Scribble-based Interactive Image Segmentation	Mar 20, 2023	Image SegmentationInteractive 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