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 3326–3350 of 5035 papers

Title	Date	Tasks	Status	Hype
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation	Apr 18, 2021	Image SegmentationSegmentation	—Unverified	0
Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks	Apr 17, 2021	ClusteringImage Segmentation	CodeCode Available	1
The Butterfly Effect in Primary Visual Cortex	Apr 15, 2021	Computational EfficiencyImage Segmentation	—Unverified	0
Unsupervised Hyperspectral Stimulated Raman Microscopy Image Enhancement: Denoising and Segmentation via One-Shot Deep Learning	Apr 14, 2021	ClusteringDenoising	CodeCode Available	0
ComBiNet: Compact Convolutional Bayesian Neural Network for Image Segmentation	Apr 14, 2021	Bayesian InferenceDecision Making	CodeCode Available	1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human Effort	Apr 13, 2021	DecoderImage Segmentation	CodeCode Available	1
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration	Apr 13, 2021	image-classificationImage Classification	CodeCode Available	1
Interpretability-Driven Sample Selection Using Self Supervised Learning For Disease Classification And Segmentation	Apr 13, 2021	Active LearningGeneral Classification	—Unverified	0
Spatially Varying Label Smoothing: Capturing Uncertainty from Expert Annotations	Apr 12, 2021	Image SegmentationSegmentation	CodeCode Available	1
An MRF-UNet Product of Experts for Image Segmentation	Apr 12, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Efficient Model Monitoring for Quality Control in Cardiac Image Segmentation	Apr 12, 2021	Anomaly DetectionCardiac Segmentation	CodeCode Available	0
Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization	Apr 12, 2021	Domain GeneralizationGenerative Adversarial Network	—Unverified	0
Two layer Ensemble of Deep Learning Models for Medical Image Segmentation	Apr 10, 2021	Deep LearningImage Segmentation	—Unverified	0
Ensemble Learning based on Classifier Prediction Confidence and Comprehensive Learning Particle Swarm Optimisation for polyp localisation	Apr 10, 2021	Ensemble LearningImage Segmentation	—Unverified	0
Image Segmentation, Compression and Reconstruction from Edge Distribution Estimation with Random Field and Random Cluster Theories	Apr 9, 2021	General ClassificationImage Classification	—Unverified	0
BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation	Apr 8, 2021	DecoderDenoising	—Unverified	0
Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images	Apr 8, 2021	Computed Tomography (CT)Decoder	—Unverified	0
First arrival picking using U-net with Lovasz loss and nearest point picking method	Apr 6, 2021	Contour DetectionImage Segmentation	—Unverified	0
Automated lung segmentation from CT images of normal and COVID-19 pneumonia patients	Apr 5, 2021	Image SegmentationSegmentation	—Unverified	0
Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation	Apr 5, 2021	Image SegmentationMedical Image Analysis	—Unverified	0
Global Guidance Network for Breast Lesion Segmentation in Ultrasound Images	Apr 5, 2021	Boundary DetectionImage Segmentation	—Unverified	0
Hierarchical Image Peeling: A Flexible Scale-space Filtering Framework	Apr 4, 2021	GPUImage Segmentation	CodeCode Available	1
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation	Apr 2, 2021	Autonomous DrivingDecoder	—Unverified	0
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation	Apr 2, 2021	3D geometryDecoder	CodeCode Available	1
MeanShift++: Extremely Fast Mode-Seeking With Applications to Segmentation and Object Tracking	Apr 1, 2021	ClusteringDensity Estimation	—Unverified	0

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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