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 3026–3050 of 5035 papers

Title	Date	Tasks	Status	Hype
Segmentation of 2D Brain MR Images	Nov 5, 2021	Image SegmentationSegmentation	CodeCode Available	1
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder	Nov 5, 2021	Autonomous VehiclesImage Segmentation	—Unverified	0
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
Attention on Classification for Fire Segmentation	Nov 4, 2021	ClassificationImage Segmentation	—Unverified	0
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image	Nov 3, 2021	GPUImage Segmentation	CodeCode Available	1
Partial supervision for the FeTA challenge 2021	Nov 3, 2021	Brain SegmentationImage Segmentation	CodeCode Available	1
Learned Image Compression for Machine Perception	Nov 3, 2021	Image CompressionImage Reconstruction	—Unverified	0
3-D PET Image Generation with tumour masks using TGAN	Nov 2, 2021	Image GenerationImage Segmentation	CodeCode Available	0
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation	Nov 2, 2021	Image SegmentationSegmentation	—Unverified	0
Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation	Nov 2, 2021	Generative Adversarial NetworkImage Segmentation	CodeCode Available	0
MedAI: Transparency in Medical Image Segmentation	Nov 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Correlation between image quality metrics of magnetic resonance images and the neural network segmentation accuracy	Nov 1, 2021	Image SegmentationSegmentation	—Unverified	0
Geodesic Models with Convexity Shape Prior	Nov 1, 2021	Image SegmentationSegmentation	—Unverified	0
Creating A Coefficient of Change in the Built Environment After a Natural Disaster	Oct 31, 2021	Image SegmentationSegmentation	—Unverified	0
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	CodeCode Available	0
Focal Attention Networks: optimising attention for biomedical image segmentation	Oct 31, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation	Oct 31, 2021	Bayesian OptimizationData Augmentation	—Unverified	0
Incorporating Boundary Uncertainty into loss functions for biomedical image segmentation	Oct 31, 2021	Image SegmentationSegmentation	—Unverified	0
Distributing Deep Learning Hyperparameter Tuning for 3D Medical Image Segmentation	Oct 29, 2021	BenchmarkingBrain Tumor Segmentation	CodeCode Available	0
3D-OOCS: Learning Prostate Segmentation with Inductive Bias	Oct 29, 2021	Edge DetectionImage Segmentation	CodeCode Available	0
C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation	Oct 29, 2021	Domain AdaptationImage Segmentation	—Unverified	0
Unsupervised Foreground Extraction via Deep Region Competition	Oct 29, 2021	Image SegmentationInductive Bias	CodeCode Available	1
Approximate Decomposable Submodular Function Minimization for Cardinality-Based Components	Oct 28, 2021	Image SegmentationSegmentation	CodeCode Available	0
Localized Super Resolution for Foreground Images using U-Net and MR-CNN	Oct 27, 2021	Image SegmentationImage Super-Resolution	CodeCode Available	0
PL-Net: Progressive Learning Network for Medical Image Segmentation	Oct 27, 2021	Image SegmentationMedical Image Analysis	—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