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 1801–1825 of 5035 papers

Title	Date	Tasks	Status	Hype
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation	Aug 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage Segmentation	—Unverified	0
A One Stop 3D Target Reconstruction and multilevel Segmentation Method	Aug 14, 2023	3D Object Reconstruction3D Reconstruction	CodeCode Available	1
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks	Aug 14, 2023	Deep LearningImage Segmentation	—Unverified	0
Tiny and Efficient Model for the Edge Detection Generalization	Aug 12, 2023	Boundary DetectionContour Detection	CodeCode Available	2
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?	Aug 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CATS v2: Hybrid encoders for robust medical segmentation	Aug 11, 2023	Domain AdaptationImage Segmentation	CodeCode Available	0
FoodSAM: Any Food Segmentation	Aug 11, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning	Aug 10, 2023	Image SegmentationSegmentation	—Unverified	0
From CNN to Transformer: A Review of Medical Image Segmentation Models	Aug 10, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors	Aug 9, 2023	Graph Neural NetworkImage Segmentation	—Unverified	0
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs	Aug 8, 2023	AnatomyDeep Learning	—Unverified	0
AquaSAM: Underwater Image Foreground Segmentation	Aug 8, 2023	Foreground SegmentationImage Segmentation	CodeCode Available	0
Unsupervised Camouflaged Object Segmentation as Domain Adaptation	Aug 8, 2023	AttributeCamouflaged Object Segmentation	CodeCode Available	1
Redesigning Out-of-Distribution Detection on 3D Medical Images	Aug 7, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
High-Resolution Cranial Defect Reconstruction by Iterative, Low-Resolution, Point Cloud Completion Transformers	Aug 7, 2023	GPUImage Segmentation	—Unverified	0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation	Aug 7, 2023	Image SegmentationInteractive Segmentation	—Unverified	0
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based Residual U-Blocks Network	Aug 7, 2023	Image SegmentationInstance Segmentation	—Unverified	0
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model	Aug 7, 2023	Image SegmentationLong-range modeling	—Unverified	0
Prototype Learning for Out-of-Distribution Polyp Segmentation	Aug 7, 2023	Image SegmentationSegmentation	CodeCode Available	0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 7, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available	0
Microvasculature Segmentation in Human BioMolecular Atlas Program (HuBMAP)	Aug 6, 2023	BenchmarkingImage Segmentation	—Unverified	0
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNet	Aug 6, 2023	Image SegmentationLearning with coarse labels	CodeCode Available	0
FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal Radiographs	Aug 5, 2023	Image SegmentationObject Detection	CodeCode Available	1
Point2Mask: Point-supervised Panoptic Segmentation via Optimal Transport	Aug 3, 2023	Image SegmentationPanoptic Segmentation	CodeCode Available	1

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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