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 1676–1700 of 5035 papers

Title	Date	Tasks	Status	Score
Deep learning for Background Replacement in Video Conferencing	Jun 12, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks	Jun 28, 2023	DecoderImage Segmentation	CodeCode Available	5
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available	5
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel Segmentation	Apr 13, 2023	Image SegmentationSegmentation	CodeCode Available	5
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentation	Feb 11, 2019	Contour DetectionImage Segmentation	CodeCode Available	5
PTQ4RIS: Post-Training Quantization for Referring Image Segmentation	Sep 25, 2024	Image SegmentationQuantization	CodeCode Available	5
LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation	Jun 22, 2020	Image SegmentationSegmentation	CodeCode Available	5
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available	5
Entropy-based measure of rock sample heterogeneity derived from micro-CT images	Feb 1, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	5
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images	Apr 12, 2024	Image SegmentationPosition	CodeCode Available	5
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation	Jun 8, 2016	3D ArchitectureDeep Learning	CodeCode Available	5
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available	5
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative Study	Jan 25, 2021	Image SegmentationLiver Segmentation	CodeCode Available	5
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available	5
Quantifying Knee Cartilage Shape and Lesion: From Image to Metrics	Sep 11, 2024	Data VisualizationImage Registration	CodeCode Available	5
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference	Oct 5, 2020	Computational EfficiencyImage Segmentation	CodeCode Available	5
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation	Nov 20, 2024	Contrastive LearningImage Segmentation	CodeCode Available	5
Interactive Image Segmentation with Cross-Modality Vision Transformers	Jul 5, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	5
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification	May 5, 2025	ClassificationDiagnostic	CodeCode Available	5
Interactive Image Segmentation With First Click Attention	Jun 1, 2020	Image SegmentationInteractive Segmentation	CodeCode Available	5
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation	Jul 30, 2019	Deep LearningImage Segmentation	CodeCode Available	5
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Instance Segmentation as Image Segmentation Annotation	Feb 1, 2019	DecoderImage 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