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
Robust deep learning-based semantic organ segmentation in hyperspectral images	Nov 9, 2021	Deep LearningImage Segmentation	—Unverified
Multi-Modality Cardiac Image Analysis with Deep Learning	Nov 8, 2021	Deep LearningDomain Adaptation	—Unverified
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder	Nov 5, 2021	Autonomous VehiclesImage Segmentation	—Unverified
Attention on Classification for Fire Segmentation	Nov 4, 2021	ClassificationImage Segmentation	—Unverified
Learned Image Compression for Machine Perception	Nov 3, 2021	Image CompressionImage Reconstruction	—Unverified
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation	Nov 2, 2021	Image SegmentationSegmentation	—Unverified
Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation	Nov 2, 2021	Generative Adversarial NetworkImage Segmentation	CodeCode Available
3-D PET Image Generation with tumour masks using TGAN	Nov 2, 2021	Image GenerationImage Segmentation	CodeCode Available
Geodesic Models with Convexity Shape Prior	Nov 1, 2021	Image SegmentationSegmentation	—Unverified
Correlation between image quality metrics of magnetic resonance images and the neural network segmentation accuracy	Nov 1, 2021	Image SegmentationSegmentation	—Unverified
MedAI: Transparency in Medical Image Segmentation	Nov 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	CodeCode Available
Focal Attention Networks: optimising attention for biomedical image segmentation	Oct 31, 2021	Image SegmentationSemantic Segmentation	—Unverified
Incorporating Boundary Uncertainty into loss functions for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	—Unverified
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation	Oct 31, 2021	Bayesian OptimizationData Augmentation	—Unverified
Creating A Coefficient of Change in the Built Environment After a Natural Disaster	Oct 31, 2021	Image SegmentationSegmentation	—Unverified
Distributing Deep Learning Hyperparameter Tuning for 3D Medical Image Segmentation	Oct 29, 2021	BenchmarkingBrain Tumor Segmentation	CodeCode Available
3D-OOCS: Learning Prostate Segmentation with Inductive Bias	Oct 29, 2021	Edge DetectionImage Segmentation	CodeCode Available
C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation	Oct 29, 2021	Domain AdaptationImage Segmentation	—Unverified
Approximate Decomposable Submodular Function Minimization for Cardinality-Based Components	Oct 28, 2021	Image SegmentationSegmentation	CodeCode Available
Localized Super Resolution for Foreground Images using U-Net and MR-CNN	Oct 27, 2021	Image SegmentationImage Super-Resolution	CodeCode Available
PL-Net: Progressive Learning Network for Medical Image Segmentation	Oct 27, 2021	Image SegmentationMedical Image Analysis	—Unverified
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces	Oct 25, 2021	Image SegmentationInteractive Segmentation	—Unverified
espiownage: Tracking Transients in Steelpan Drum Strikes Using Surveillance Technology	Oct 23, 2021	Image SegmentationObject	—Unverified

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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