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 1726–1750 of 5035 papers

Title	Date	Tasks	Status	Score
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	5
Automatic Brain Tumor Segmentation with Scale Attention Network	Nov 6, 2020	Brain Tumor SegmentationBraTS2021	CodeCode Available	5
Adaptive Morphological Reconstruction for Seeded Image Segmentation	Apr 8, 2019	Image SegmentationSegmentation	CodeCode Available	5
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation	Jul 3, 2017	Brain Tumor SegmentationImage 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
Instance Segmentation as Image Segmentation Annotation	Feb 1, 2019	DecoderImage Segmentation	CodeCode Available	5
A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation	Sep 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image Denoising	Aug 25, 2022	DenoisingImage Denoising	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 First Click Attention	Jun 1, 2020	Image SegmentationInteractive Segmentation	CodeCode Available	5
Central object segmentation by deep learning for fruits and other roundish objects	Aug 4, 2020	Image SegmentationPosition	CodeCode Available	5
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation	Oct 1, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available	5
Deep Gaussian mixture model for unsupervised image segmentation	Apr 18, 2024	Image Segmentationmodel	CodeCode Available	5
Deep Fourier Up-Sampling	Oct 11, 2022	Image DehazingImage Segmentation	CodeCode Available	5
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data	Oct 20, 2023	Computational EfficiencyDeep Learning	CodeCode Available	5
Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation	Nov 2, 2021	Generative Adversarial NetworkImage Segmentation	CodeCode Available	5
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Interactive Image Segmentation With Latent Diversity	Jun 1, 2018	DiversityImage Segmentation	CodeCode Available	5
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding	Apr 12, 2024	DecoderImage Segmentation	CodeCode Available	5
Improving land cover segmentation across satellites using domain adaptation	Nov 25, 2019	Domain AdaptationEarth Observation	CodeCode Available	5
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor	Nov 26, 2021	3D ReconstructionImage Segmentation	CodeCode Available	5
Improving the generalizability of convolutional neural network-based segmentation on CMR images	Jul 2, 2019	Image SegmentationSegmentation	CodeCode Available	5

Show:10 25 50

← PrevPage 70 of 202Next →

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