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 2651–2675 of 5035 papers

Title	Date	Tasks	Status
Distribution-aware Margin Calibration for Medical Image Segmentation	Nov 3, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Diversity in Machine Learning	Jul 4, 2018	BIG-bench Machine LearningCamera Relocalization	—Unverified
Diversity-Promoting Ensemble for Medical Image Segmentation	Oct 22, 2022	DiversityImage Segmentation	—Unverified
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation	Dec 4, 2019	Image SegmentationMedical Image Segmentation	—Unverified
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation	Dec 14, 2020	Image SegmentationLesion Segmentation	—Unverified
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation	May 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images	Oct 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified
DMCNN: A Deep Multiscale Convolutional Neural Network Model for Medical Image Segmentation	Dec 27, 2019	Data AugmentationDecoder	—Unverified
DocBed: A Multi-Stage OCR Solution for Documents with Complex Layouts	Feb 3, 2022	ArticlesDocument Layout Analysis	—Unverified
DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning	Jan 1, 2025	Document Layout AnalysisImage Segmentation	—Unverified
Do Deep Neural Networks for Segmentation Understand Insideness?	Sep 25, 2019	Image SegmentationSegmentation	—Unverified
Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation	Jun 23, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain	Apr 24, 2024	Experimental DesignImage Segmentation	—Unverified
Domain Adaptation for Visual Applications: A Comprehensive Survey	Feb 17, 2017	Domain AdaptationImage Categorization	—Unverified
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation	Mar 19, 2022	Domain AdaptationImage Segmentation	—Unverified
Domain Adaptation on Semantic Segmentation for Aerial Images	Dec 3, 2020	Domain AdaptationImage Segmentation	—Unverified
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation	Jun 4, 2024	Brain Tumor SegmentationDiagnostic	—Unverified
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency	Sep 19, 2024	DisentanglementDomain Generalization	—Unverified
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation	Apr 5, 2023	DiversityDomain Generalization	—Unverified
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening	Nov 9, 2022	Image SegmentationIncremental Learning	—Unverified
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge	Sep 19, 2024	Image SegmentationSegmentation	—Unverified
Dominant Sets for "Constrained" Image Segmentation	Jul 15, 2017	Image SegmentationInteractive Segmentation	—Unverified
Don't ignore Dropout in Fully Convolutional Networks	Aug 24, 2019	Image SegmentationScheduling	—Unverified
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework	Apr 11, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation	Oct 23, 2024	Contrastive LearningImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 107 of 202Next →

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