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 1626–1650 of 5035 papers

Title	Date	Tasks	Status	Score
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT	Nov 11, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	5
Analysis of Information Flow Through U-Nets	Jan 21, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	5
Deep Neural Networks Motivated by Partial Differential Equations	Apr 12, 2018	Denoisingimage-classification	CodeCode Available	5
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR images	Nov 24, 2022	Image RegistrationImage Segmentation	CodeCode Available	5
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image Segmentation	Mar 28, 2016	ClusteringImage Segmentation	CodeCode Available	5
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available	5
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available	5
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea Detection	May 19, 2023	Fovea DetectionImage Segmentation	CodeCode Available	5
DeepMerge: Deep-Learning-Based Region-Merging for Image Segmentation	May 31, 2023	Deep LearningImage Segmentation	CodeCode Available	5
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available	5
A Bayesian Approach to Weakly-supervised Laparoscopic Image Segmentation	Oct 11, 2024	Image SegmentationSegmentation	CodeCode Available	5
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural Networks	Jan 4, 2019	Deep LearningImage Segmentation	CodeCode Available	5
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage 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
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	CodeCode Available	5
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model	Oct 18, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	5
CANet: Context aware network with dual-stream pyramid for medical image segmentation	Mar 5, 2023	2D Semantic SegmentationDecoder	CodeCode Available	5
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available	5
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks	Jun 28, 2023	DecoderImage Segmentation	CodeCode Available	5
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	CodeCode Available	5
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel Dataset	Feb 15, 2025	Image SegmentationSegmentation	CodeCode Available	5
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed Tomography	Jul 11, 2019	Image SegmentationSegmentation	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

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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