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 2726–2750 of 5035 papers

Title	Date	Tasks	Status
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training	Apr 13, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Scale-Equivariant Deep Learning for 3D Data	Apr 12, 2023	Deep LearningImage Segmentation	CodeCode Available
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical Learning	Apr 11, 2023	Binary ClassificationImage Segmentation	CodeCode Available
Scale-Space Hypernetworks for Efficient Biomedical Imaging	Apr 11, 2023	Computational EfficiencyImage Segmentation	—Unverified
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle Perception	Apr 10, 2023	2D Semantic SegmentationAutonomous Vehicles	CodeCode Available
Scale-Equivariant UNet for Histopathology Image Segmentation	Apr 10, 2023	Image SegmentationSegmentation	—Unverified
ADS_UNet: A Nested UNet for Histopathology Image Segmentation	Apr 10, 2023	DecoderGPU	—Unverified
Self-training with dual uncertainty for semi-supervised medical image segmentation	Apr 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation	Apr 10, 2023	Image SegmentationLesion Segmentation	—Unverified
SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model	Apr 10, 2023	Image GenerationImage Segmentation	—Unverified
Segment Anything Model (SAM) for Digital Pathology: Assess Zero-shot Segmentation on Whole Slide Imaging	Apr 9, 2023	Image SegmentationMedical Image Analysis	—Unverified
Transformer Utilization in Medical Image Segmentation Networks	Apr 9, 2023	Image SegmentationMedical Image Segmentation	—Unverified
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation	Apr 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Marginal Thresholding in Noisy Image Segmentation	Apr 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model	Apr 7, 2023	Image SegmentationSegmentation	CodeCode Available
Pallet Detection from Synthetic Data Using Game Engines	Apr 7, 2023	Image SegmentationSegmentation	—Unverified
Microstructural segmentation using a union of attention guided U-Net models with different color transformed images	Apr 7, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available
Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation	Apr 6, 2023	Contrastive LearningImage Segmentation	—Unverified
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation	Apr 5, 2023	DiversityDomain Generalization	—Unverified
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage Classification	CodeCode Available
FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging Segmentation	Apr 5, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available
Cross-modal tumor segmentation using generative blending augmentation and self training	Apr 4, 2023	Data AugmentationImage Generation	CodeCode Available
Noisy Image Segmentation With Soft-Dice	Apr 3, 2023	Image SegmentationMedical Image Segmentation	—Unverified
U-Netmer: U-Net meets Transformer for medical image segmentation	Apr 3, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Learning Robust Medical Image Segmentation from Multi-source Annotations	Apr 2, 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