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 3976–4000 of 5035 papers

Title	Date	Tasks	Status
MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified
NARF24: Estimating Articulated Object Structure for Implicit Rendering	Sep 15, 2024	Image SegmentationNeRF	—Unverified
Natural Scene Image Segmentation Based on Multi-Layer Feature Extraction	May 24, 2016	Image SegmentationSegmentation	—Unverified
Navigating Uncertainty in Medical Image Segmentation	Jul 23, 2024	Image SegmentationLesion Segmentation	—Unverified
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images	Sep 15, 2021	Autonomous NavigationDecision Making	—Unverified
Near-optimal Keypoint Sampling for Fast Pathological Lung Segmentation	Jul 11, 2014	Computed Tomography (CT)General Classification	—Unverified
Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network	Jul 15, 2018	Hippocampusimage-classification	—Unverified
Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation	Dec 27, 2024	Contrastive LearningImage Segmentation	—Unverified
ν-net: Deep Learning for Generalized Biventricular Cardiac Mass and Function Parameters	Jun 14, 2017	AnatomyImage Segmentation	—Unverified
Ω-Net (Omega-Net): Fully Automatic, Multi-View Cardiac MR Detection, Orientation, and Segmentation with Deep Neural Networks	Nov 3, 2017	Image SegmentationSegmentation	—Unverified
Network-Agnostic Knowledge Transfer for Medical Image Segmentation	Jan 23, 2021	Image SegmentationKnowledge Distillation	—Unverified
Network-Agnostic Knowledge Transfer from Latent Dataset for Medical Image Segmentation	Jan 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Neural Architecture Search in operational context: a remote sensing case-study	Sep 15, 2021	Autonomous DrivingImage Segmentation	—Unverified
Neural Diffusion Distance for Image Segmentation	Dec 1, 2019	Image SegmentationSegmentation	—Unverified
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images	Sep 27, 2017	Image SegmentationLeft Ventricle Segmentation	—Unverified
A Critical Connectivity Radius for Segmenting Randomly-Generated, High Dimensional Data Points	Feb 11, 2016	Edge DetectionImage Segmentation	—Unverified
Neural ODEs for Image Segmentation with Level Sets	Dec 25, 2019	Deep LearningImage Segmentation	—Unverified
Neural Radiance Projection	Mar 15, 2022	Generative Adversarial NetworkImage Segmentation	—Unverified
Neural Style Transfer for Remote Sensing	Jul 31, 2020	Image SegmentationSemantic Segmentation	—Unverified
Neuroevolution of Self-Attention Over Proto-Objects	Apr 30, 2025	Hard AttentionImage Segmentation	—Unverified
Neuro-Symbolic Spatio-Temporal Reasoning	Nov 28, 2022	AI AgentImage Segmentation	—Unverified
Neutro-Connectedness Cut	Dec 19, 2015	Image SegmentationInteractive Segmentation	—Unverified
New region force for variational models in image segmentation and high dimensional data clustering	Apr 26, 2017	ClusteringImage Segmentation	—Unverified
Next Generation Multicuts for Semi-Planar Graphs	Nov 6, 2015	Image SegmentationSegmentation	—Unverified
NFFT meets Krylov methods: Fast matrix-vector products for the graph Laplacian of fully connected networks	Aug 14, 2018	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