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 3826–3850 of 5035 papers

Title	Date	Tasks	Status
Discrete-Continuous Gradient Orientation Estimation for Faster Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Discrete Signal Processing with Set Functions	Jan 28, 2020	Image SegmentationInformativeness	—Unverified
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes	Jun 17, 2024	Data AugmentationImage Generation	—Unverified
Discriminatively Trained Sparse Code Gradients for Contour Detection	Dec 1, 2012	Contour DetectionDictionary Learning	—Unverified
Discriminative Multi-Modal Feature Fusion for RGBD Indoor Scene Recognition	Jun 1, 2016	Image SegmentationObject Recognition	—Unverified
Discriminative Re-ranking of Diverse Segmentations	Jun 1, 2013	Image SegmentationRe-Ranking	—Unverified
Disjunctive Normal Level Set: An Efficient Parametric Implicit Method	Jun 24, 2016	Image SegmentationSegmentation	—Unverified
Disparity Image Segmentation For ADAS	Jun 27, 2018	Image SegmentationSegmentation	—Unverified
Distilling effective supervision for robust medical image segmentation with noisy labels	Jun 21, 2021	Image SegmentationLearning with noisy labels	—Unverified
Distributed Contrastive Learning for Medical Image Segmentation	Aug 7, 2022	Contrastive LearningFederated Learning	—Unverified
Distributed Submodular Minimization via Block-Wise Updates and Communications	May 31, 2019	Image SegmentationSemantic Segmentation	—Unverified
Distributed U-net model and Image Segmentation for Lung Cancer Detection	Feb 20, 2025	CPUFederated Learning	—Unverified
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation	Apr 28, 2021	Gaussian ProcessesImage Segmentation	—Unverified
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

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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