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 2501–2525 of 5035 papers

Title	Date	Tasks	Status
Sparse Depth Super Resolution	Jun 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
Sparse Norm Filtering	May 17, 2013	ColorizationDeblurring	—Unverified
Sparse Subspace Clustering Friendly Deep Dictionary Learning for Hyperspectral Image Classification	Nov 27, 2021	ClusteringDictionary Learning	—Unverified
Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation	Dec 16, 2020	Image SegmentationMedical Image Analysis	—Unverified
Spatial Correspondence between Graph Neural Network-Segmented Images	Mar 12, 2023	Graph Neural NetworkImage Segmentation	—Unverified
Spatial distance dependent Chinese restaurant processes for image segmentation	Dec 1, 2011	Image SegmentationSegmentation	—Unverified
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation	Mar 22, 2021	Image SegmentationInductive Bias	—Unverified
Spatial Semantic Recurrent Mining for Referring Image Segmentation	May 15, 2024	Image SegmentationSemantic Segmentation	—Unverified
Spatio-Temporal Convolutional LSTMs for Tumor Growth Prediction by Learning 4D Longitudinal Patient Data	Feb 23, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)	Mar 25, 2023	Graph AttentionGraph Neural Network	—Unverified
Spatio-Temporal Dual-Stream Neural Network for Sequential Whole-Body PET Segmentation	Jun 9, 2021	Image SegmentationSegmentation	—Unverified
SPCTNet: A Series-Parallel CNN and Transformer Network for 3D Medical Image Segmentation	Feb 4, 2024	Image SegmentationMedical Image Segmentation	—Unverified
SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation	Feb 28, 2019	Data AugmentationDeep Learning	—Unverified
SpecstatOR: Speckle statistics-based iOCT Segmentation Network for Ophthalmic Surgery	Apr 30, 2024	Image SegmentationSegmentation	—Unverified
Spectral Clustering with Jensen-type kernels and their multi-point extensions	Mar 18, 2014	ClusteringImage Segmentation	—Unverified
Spectral Graph Cut from a Filtering Point of View	May 20, 2012	Image SegmentationSegmentation	—Unverified
Spectral GUI for Automated Tissue and Lesion Segmentation of T1 Weighted Breast MR Images	Apr 19, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified
Spectral Image Segmentation with Global Appearance Modeling	Jun 11, 2020	Image SegmentationSemantic Segmentation	—Unverified
Spectral U-Net: Enhancing Medical Image Segmentation via Spectral Decomposition	Sep 13, 2024	DecoderImage Segmentation	—Unverified
SpectralZoom: Efficient Segmentation with an Adaptive Hyperspectral Camera	Jun 6, 2024	AstronomyHyperspectral Image Segmentation	—Unverified
SPF-Net: Solar panel fault detection using U-Net based deep learning image classification	Dec 1, 2024	Deep LearningFault Detection	—Unverified
Spherical Feature Pyramid Networks For Semantic Segmentation	Jul 5, 2023	Image SegmentationSegmentation	—Unverified
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation	Aug 22, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
SPT: Sequence Prompt Transformer for Interactive Image Segmentation	Dec 13, 2024	Image SegmentationInteractive Segmentation	—Unverified
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model	Dec 15, 2023	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