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 4401–4425 of 5035 papers

Title	Date	Tasks	Status
Indirect Supervision to Mitigate Perturbations	Jan 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Inference of hidden structures in complex physical systems by multi-scale clustering	Mar 5, 2015	ClusteringCombinatorial Optimization	—Unverified
Inferring M-Best Diverse Labelings in a Single One	Dec 1, 2015	DiversityImage Segmentation	—Unverified
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries	Apr 23, 2019	DiagnosticImage Segmentation	—Unverified
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors	Dec 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization	Oct 7, 2021	Image SegmentationRepresentation Learning	—Unverified
Learning Confident Classifiers in the Presence of Label Noise	Jan 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Instance-guided Cartoon Editing with a Large-scale Dataset	Dec 4, 2023	Image SegmentationSegmentation	—Unverified
Instance Segmentation of Scene Sketches Using Natural Image Priors	Feb 13, 2025	Image SegmentationInstance Segmentation	—Unverified
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN	Apr 6, 2022	Generative Adversarial NetworkImage Segmentation	—Unverified
Instance segmentation with the number of clusters incorporated in embedding learning	Mar 27, 2021	ClusteringImage Segmentation	—Unverified
Instance Segmentation XXL-CT Challenge of a Historic Airplane	Feb 5, 2024	Image SegmentationInstance Segmentation	—Unverified
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines	Aug 3, 2015	Image SegmentationSemantic Segmentation	—Unverified
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion	Mar 26, 2024	Decision MakingImage Segmentation	—Unverified
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation	Dec 31, 2017	HippocampusImage Segmentation	—Unverified
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images	Oct 30, 2023	Image SegmentationSemantic Segmentation	—Unverified
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin	Dec 11, 2024	Image SegmentationSemantic Segmentation	—Unverified
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle	Sep 19, 2023	Contour DetectionImage Segmentation	—Unverified
Intelligent image synthesis to attack a segmentation CNN using adversarial learning	Sep 24, 2019	Image GenerationImage Segmentation	—Unverified
Interactive Binary Image Segmentation with Edge Preservation	Sep 10, 2018	Image SegmentationInteractive Segmentation	—Unverified
Interactive Boundary Prediction for Object Selection	Sep 1, 2018	DecoderImage Segmentation	—Unverified
Interactive Deep Refinement Network for Medical Image Segmentation	Jun 27, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Interactive Full Image Segmentation by Considering All Regions Jointly	Dec 5, 2018	AllImage Segmentation	—Unverified
Interactive Image Segmentation From A Feedback Control Perspective	Jun 26, 2016	Image SegmentationInteractive Segmentation	—Unverified
Interactive Image Segmentation Using Constrained Dominant Sets	Aug 1, 2016	Image SegmentationSemantic 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