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 1476–1500 of 5035 papers

Title	Date	Tasks	Status	Score
Localized Adaptive Risk Control	May 13, 2024	ARCFairness	CodeCode Available	5
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted Multicuts	May 25, 2019	graph partitioningImage Segmentation	CodeCode Available	5
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation	Mar 29, 2021	GPUImage 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
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
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	CodeCode Available	5
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image Segmentation	Aug 26, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	5
Leveraging CAM Algorithms for Explaining Medical Semantic Segmentation	Sep 30, 2024	ClassificationDecision Making	CodeCode Available	5
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available	5
Dilated Convolutions with Lateral Inhibitions for Semantic Image Segmentation	Jun 5, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	5
A General Pipeline for Glomerulus Whole-Slide Image Segmentation	Nov 7, 2024	Image SegmentationSegmentation	CodeCode Available	5
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available	5
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning	Jun 8, 2021	Deep Reinforcement LearningImage 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
Anchor Diffusion for Unsupervised Video Object Segmentation	Oct 24, 2019	Image SegmentationObject	CodeCode Available	5
Bottom-Up Shift and Reasoning for Referring Image Segmentation	Jun 19, 2021	Image SegmentationSegmentation	CodeCode Available	5
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks	Nov 7, 2018	Image SegmentationMulti-Task Learning	CodeCode Available	5
Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation	Jun 26, 2019	Domain AdaptationImage Segmentation	CodeCode Available	5
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	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
Localized Super Resolution for Foreground Images using U-Net and MR-CNN	Oct 27, 2021	Image SegmentationImage Super-Resolution	CodeCode Available	5
Boundary-Aware Geometric Encoding for Semantic Segmentation of Point Clouds	Jan 7, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	5
Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing	Jan 5, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Learning of Image Dehazing Models for Segmentation Tasks	Mar 4, 2019	Image DehazingImage Segmentation	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