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 1701–1725 of 5035 papers

Title	Date	Tasks	Status	Score
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks	Jun 28, 2023	DecoderImage Segmentation	CodeCode Available	5
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative Study	Jan 25, 2021	Image SegmentationLiver Segmentation	CodeCode Available	5
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative Learning	Sep 11, 2024	Image SegmentationSegmentation	CodeCode Available	5
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentation	Mar 19, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available	5
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage Segmentation	CodeCode Available	5
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation	Jul 30, 2019	Deep LearningImage Segmentation	CodeCode Available	5
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Evaluation and improvement of Segment Anything Model for interactive histopathology image segmentation	Oct 16, 2023	DecoderImage Segmentation	CodeCode Available	5
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available	5
Interactive Image Segmentation with Cross-Modality Vision Transformers	Jul 5, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	5
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation	Nov 20, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Interactive Image Segmentation With First Click Attention	Jun 1, 2020	Image SegmentationInteractive Segmentation	CodeCode Available	5
Deep Learning and Its Applications to Machine Health Monitoring: A Survey	Dec 16, 2016	Deep LearningImage Segmentation	CodeCode Available	5
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification	May 5, 2025	ClassificationDiagnostic	CodeCode Available	5
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available	5
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	CodeCode Available	5
Automatic Brain Tumor Segmentation with Scale Attention Network	Nov 6, 2020	Brain Tumor SegmentationBraTS2021	CodeCode Available	5
Adaptive Morphological Reconstruction for Seeded Image Segmentation	Apr 8, 2019	Image SegmentationSegmentation	CodeCode Available	5
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation	Jul 3, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation	Sep 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	5

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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