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 3051–3075 of 5035 papers

Title	Date	Tasks	Status	Hype
BI-GCN: Boundary-Aware Input-Dependent Graph Convolution Network for Biomedical Image Segmentation	Oct 27, 2021	Image SegmentationSegmentation	CodeCode Available	1
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces	Oct 25, 2021	Image SegmentationInteractive Segmentation	—Unverified	0
espiownage: Tracking Transients in Steelpan Drum Strikes Using Surveillance Technology	Oct 23, 2021	Image SegmentationObject	—Unverified	0
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels	Oct 23, 2021	Decoderimage-classification	CodeCode Available	1
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image Segmentation	Oct 22, 2021	Density EstimationImage Segmentation	CodeCode Available	0
Explainable, automated urban interventions to improve pedestrian and vehicle safety	Oct 22, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks	Oct 21, 2021	Data AugmentationDecision Making Under Uncertainty	—Unverified	0
Semantic Segmentation for Urban-Scene Images	Oct 20, 2021	Autonomous DrivingImage Segmentation	CodeCode Available	0
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation	Oct 20, 2021	DecoderGPU	—Unverified	0
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding	Oct 18, 2021	Image SegmentationSegmentation	—Unverified	0
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data	Oct 18, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Temporally stable video segmentation without video annotations	Oct 17, 2021	DecoderImage Segmentation	—Unverified	0
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation	Oct 17, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Convolutional Deep Denoising Autoencoders for Radio Astronomical Images	Oct 16, 2021	DenoisingImage Segmentation	—Unverified	0
Possibilistic Fuzzy Local Information C-Means with Automated Feature Selection for Seafloor Segmentation	Oct 14, 2021	Clusteringfeature selection	—Unverified	0
Domain generalization in deep learning for contrast-enhanced imaging	Oct 14, 2021	AnatomyData Augmentation	—Unverified	0
Continuous Conditional Random Field Convolution for Point Cloud Segmentation	Oct 12, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	1
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified	0
Vit-GAN: Image-to-image Translation with Vision Transformes and Conditional GANS	Oct 11, 2021	Image SegmentationImage-to-Image Translation	CodeCode Available	1
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training	Oct 11, 2021	Federated LearningImage Segmentation	CodeCode Available	1
MD Loss: Efficient Training of 3D Seismic Fault Segmentation Network under Sparse Labels by Weakening Anomaly Annotation	Oct 11, 2021	Fault DetectionImage Segmentation	CodeCode Available	1
Two-stage Visual Cues Enhancement Network for Referring Image Segmentation	Oct 9, 2021	Image SegmentationRetrieval	CodeCode Available	0
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available	0
SkullEngine: A Multi-stage CNN Framework for Collaborative CBCT Image Segmentation and Landmark Detection	Oct 7, 2021	Image SegmentationSegmentation	—Unverified	0
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization	Oct 7, 2021	Image SegmentationRepresentation Learning	—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