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 1451–1475 of 5035 papers

Title	Date	Tasks	Status	Score
Localized Super Resolution for Foreground Images using U-Net and MR-CNN	Oct 27, 2021	Image SegmentationImage Super-Resolution	CodeCode Available	5
Disentangle, align and fuse for multimodal and semi-supervised image segmentation	Nov 11, 2019	AnatomyCardiac Segmentation	CodeCode Available	5
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage Segmentation	CodeCode Available	5
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	5
An efficient iterative thresholding method for image segmentation	Aug 4, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	5
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available	5
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted Multicuts	May 25, 2019	graph partitioningImage Segmentation	CodeCode Available	5
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	CodeCode Available	5
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available	5
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image Segmentation	Mar 7, 2025	Data AugmentationImage Segmentation	CodeCode Available	5
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available	5
Accelerated Inference in Markov Random Fields via Smooth Riemannian Optimization	Oct 27, 2018	Image SegmentationRiemannian optimization	CodeCode Available	5
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning	Jun 8, 2021	Deep Reinforcement LearningImage Segmentation	CodeCode Available	5
Blackbox Adaptation for Medical Image Segmentation	May 17, 2024	DecoderImage Segmentation	CodeCode Available	5
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available	5
Learning To Pay Attention To Mistakes	Jul 29, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation	Mar 29, 2021	GPUImage Segmentation	CodeCode Available	5
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIR	Apr 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available	5
Learning Semantic Segmentation with Query Points Supervision on Aerial Images	Sep 11, 2023	Image SegmentationSegmentation	CodeCode Available	5
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration	Sep 16, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation	Aug 7, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available	5
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture	Apr 22, 2023	DecoderDiagnostic	CodeCode Available	5

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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