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

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Showing 4651–4675 of 5035 papers

Title	Date	Tasks	Status
MCMC Shape Sampling for Image Segmentation with Nonparametric Shape Priors	Nov 11, 2016	Image SegmentationSegmentation	—Unverified
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets	Dec 15, 2020	3D Semantic SegmentationDomain Adaptation	—Unverified
MDA-Net: Multi-Dimensional Attention-Based Neural Network for 3D Image Segmentation	May 10, 2021	Image SegmentationSegmentation	—Unverified
MDFI-Net: Multiscale Differential Feature Interaction Network for Accurate Retinal Vessel Segmentation	Oct 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation	Dec 2, 2018	DecoderImage Segmentation	—Unverified
MEAL: Manifold Embedding-based Active Learning	Jun 22, 2021	Active LearningAutonomous Driving	—Unverified
Meaningful Objects Segmentation from SAR Images via A Multi-Scale Non-Local Active Contour Model	Jan 17, 2015	Image SegmentationSegmentation	—Unverified
MeanShift++: Extremely Fast Mode-Seeking With Applications to Segmentation and Object Tracking	Apr 1, 2021	ClusteringDensity Estimation	—Unverified
Measures and Meta-Measures for the Supervised Evaluation of Image Segmentation	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation	Apr 20, 2025	DiagnosticImage Segmentation	—Unverified
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation	Jun 14, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation	Apr 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Medical Image Analysis using Deep Relational Learning	Mar 28, 2023	Brain Tumor SegmentationHomography Estimation	—Unverified
Medical Image Segmentation Based on Multi-Modal Convolutional Neural Network: Study on Image Fusion Schemes	Oct 31, 2017	Computed Tomography (CT)Decision Making	—Unverified
Medical Image Segmentation on MRI Images with Missing Modalities: A Review	Mar 11, 2022	Image GenerationImage Segmentation	—Unverified
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey	Aug 19, 2021	Deep LearningImage Segmentation	—Unverified
Medical Image Segmentation Using a U-Net type of Architecture	May 11, 2020	Decoderimage-classification	—Unverified
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data	Sep 15, 2022	image-classificationImage Classification	—Unverified
Medical Image Segmentation via Sparse Coding Decoder	Oct 17, 2023	DecoderImage Segmentation	—Unverified
Medical Image Segmentation with Belief Function Theory and Deep Learning	Sep 12, 2023	Deep LearningImage Segmentation	—Unverified
Medical image segmentation with imperfect 3D bounding boxes	Aug 6, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models	Feb 28, 2021	Deep LearningImage Segmentation	—Unverified
Medical Image Segmentation with SAM-generated Annotations	Sep 30, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
Medical Report Generation based on Segment-Enhanced Contrastive Representation Learning	Dec 26, 2023	Contrastive LearningImage Segmentation	—Unverified
Medical Semantic Segmentation with Diffusion Pretrain	Jan 31, 2025	Image SegmentationLinear evaluation	—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