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 2551–2575 of 5035 papers

Title	Date	Tasks	Status
Style Augmentation improves Medical Image Segmentation	Nov 2, 2022	Data AugmentationImage Segmentation	—Unverified
Style Curriculum Learning for Robust Medical Image Segmentation	Aug 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Style-invariant Cardiac Image Segmentation with Test-time Augmentation	Sep 24, 2020	AnatomyCardiac Segmentation	—Unverified
Data augmentation in microscopic images for material data mining	May 12, 2019	Data AugmentationImage Segmentation	—Unverified
Subspace Learning in The Presence of Sparse Structured Outliers and Noise	Mar 14, 2017	ClusteringImage Segmentation	—Unverified
Supervision by Denoising for Medical Image Segmentation	Feb 7, 2022	DenoisingImage Reconstruction	—Unverified
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation	Jun 15, 2017	Active LearningImage Segmentation	—Unverified
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling	Jun 2, 2022	Brain SegmentationImage Segmentation	—Unverified
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling	Jun 26, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training	Apr 20, 2025	Contrastive LearningImage Segmentation	—Unverified
Superdifferential Cuts for Binary Energies	Jun 1, 2015	BinarizationImage Segmentation	—Unverified
SuperPatchMatch: an Algorithm for Robust Correspondences using Superpixel Patches	Mar 17, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Superpixel-Guided Label Softening for Medical Image Segmentation	Jul 17, 2020	Image SegmentationMedical Image Analysis	—Unverified
Superpixel Pre-Segmentation of HER2 Slides for Efficient Annotation	Jan 19, 2022	ClusteringDenoising	—Unverified
Superpixel Segmentation Using Linear Spectral Clustering	Jun 1, 2015	ClusteringImage Segmentation	—Unverified
Super Resolution Convolutional Neural Network Models for Enhancing Resolution of Rock Micro-CT Images	Apr 16, 2019	Image AugmentationImage Restoration	—Unverified
Supervised Image Segmentation for High Dynamic Range Imaging	Dec 6, 2022	Image SegmentationSemantic Segmentation	—Unverified
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation	May 13, 2024	Few-Shot LearningImage Segmentation	—Unverified
Support vector machine classification of dimensionally reduced structural MRI images for dementia	Jun 25, 2014	General ClassificationImage Segmentation	—Unverified
Support Vector Machine Guided Reproducing Kernel Particle Method for Image-Based Modeling of Microstructures	May 23, 2023	Image SegmentationSemantic Segmentation	—Unverified
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation	Dec 19, 2023	DenoisingImage Denoising	—Unverified
Survey on Semantic Stereo Matching / Semantic Depth Estimation	Sep 21, 2021	3D ReconstructionAutonomous Driving	—Unverified
SUSAN: Segment Unannotated image Structure using Adversarial Network	Dec 3, 2018	Generative Adversarial NetworkImage Segmentation	—Unverified
SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images	Feb 8, 2023	Image SegmentationSegmentation	—Unverified
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation	Feb 28, 2023	Image SegmentationLesion 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