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 1426–1450 of 5035 papers

Title	Date	Tasks	Status	Score
Blackbox Adaptation for Medical Image Segmentation	May 17, 2024	DecoderImage Segmentation	CodeCode Available	5
3D Densely Convolutional Networks for Volumetric Segmentation	Sep 11, 2017	Brain SegmentationImage Segmentation	CodeCode Available	5
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available	5
Light-Weight RefineNet for Real-Time Semantic Segmentation	Oct 8, 2018	GPUImage Segmentation	CodeCode Available	5
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical Imaging	Dec 4, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Binary segmentation of medical images using implicit spline representations and deep learning	Feb 25, 2021	Image SegmentationSegmentation	CodeCode Available	5
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor	Nov 13, 2021	AnatomyDimensionality Reduction	CodeCode Available	5
Lightweight integration of 3D features to improve 2D image segmentation	Dec 16, 2022	Image SegmentationScene Understanding	CodeCode Available	5
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models	Jul 4, 2022	Classificationimage-classification	CodeCode Available	5
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection	May 24, 2022	Active LearningDomain Adaptation	CodeCode Available	5
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage 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
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted Multicuts	May 25, 2019	graph partitioningImage Segmentation	CodeCode Available	5
DISIR: Deep Image Segmentation with Interactive Refinement	Mar 31, 2020	Image SegmentationInteractive Segmentation	CodeCode Available	5
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problems	Oct 20, 2023	ClusteringComputational Efficiency	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
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available	5
Disentangle, align and fuse for multimodal and semi-supervised image segmentation	Nov 11, 2019	AnatomyCardiac Segmentation	CodeCode Available	5
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation	Aug 7, 2024	Data AugmentationImage Reconstruction	CodeCode Available	5
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement Learning	Jun 8, 2021	Deep Reinforcement LearningImage Segmentation	CodeCode Available	5
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models	Mar 21, 2024	DiversityImage Inpainting	CodeCode Available	5
Learning With Context Feedback Loop for Robust Medical Image Segmentation	Mar 4, 2021	Deep LearningImage Segmentation	CodeCode Available	5
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome Reconstruction	Sep 9, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5
An efficient iterative thresholding method for image segmentation	Aug 4, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	5
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	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