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 1826–1850 of 5035 papers

Title	Date	Tasks	Status	Hype
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomalies	Aug 2, 2023	Anomaly DetectionImage Segmentation	CodeCode Available	0
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation	Aug 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip Fusion	Aug 2, 2023	Image SegmentationInductive Bias	CodeCode Available	1
Synthetic Instance Segmentation from Semantic Image Segmentation Masks	Aug 2, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation	Aug 2, 2023	image-classificationImage Classification	—Unverified	0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation	Aug 1, 2023	BenchmarkingBrain Tumor Segmentation	—Unverified	0
Boundary Difference Over Union Loss For Medical Image Segmentation	Aug 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion Approaches	Jul 31, 2023	Edge DetectionImage Segmentation	CodeCode Available	0
A hybrid approach for improving U-Net variants in medical image segmentation	Jul 31, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging	Jul 31, 2023	Image SegmentationInformativeness	—Unverified	0
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-Training	Jul 31, 2023	Domain AdaptationImage Segmentation	CodeCode Available	0
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation	Jul 31, 2023	DenoisingImage Generation	—Unverified	0
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers	Jul 31, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Unsupervised Decomposition Networks for Bias Field Correction in MR Image	Jul 30, 2023	Image SegmentationSegmentation	CodeCode Available	0
3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D Networks	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class Embedding	Jul 30, 2023	Decision MakingImage Segmentation	CodeCode Available	1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges	Jul 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Cross-dimensional transfer learning in medical image segmentation with deep learning	Jul 29, 2023	image-classificationImage Classification	CodeCode Available	0
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass Segmentation	Jul 28, 2023	Image SegmentationManagement	CodeCode Available	0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging Data	Jul 27, 2023	Brain Image SegmentationImage Registration	CodeCode Available	0
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation	Jul 27, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	1
Role of Image Acquisition and Patient Phenotype Variations in Automatic Segmentation Model Generalization	Jul 26, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling	Jul 26, 2023	Classificationdomain classification	CodeCode Available	1
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities	Jul 26, 2023	Active LearningDiversity	CodeCode Available	0
Deepfake Image Generation for Improved Brain Tumor Segmentation	Jul 26, 2023	Brain Tumor SegmentationFace Swapping	—Unverified	0

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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