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 3201–3225 of 5035 papers

Title	Date	Tasks	Status	Hype
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation	Jul 10, 2021	AnatomyDomain Adaptation	CodeCode Available	1
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation	Jul 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Modality specific U-Net variants for biomedical image segmentation: A survey	Jul 9, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Towards Robust General Medical Image Segmentation	Jul 9, 2021	image-classificationImage Classification	CodeCode Available	0
Hierarchical Semantic Segmentation using Psychometric Learning	Jul 7, 2021	Image SegmentationMetric Learning	—Unverified	0
Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jul 6, 2021	Image SegmentationSegmentation	—Unverified	0
A new smart-cropping pipeline for prostate segmentation using deep learning networks	Jul 6, 2021	Image SegmentationSegmentation	—Unverified	0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps	Jul 6, 2021	Disease Predictionimage-classification	—Unverified	0
Differentially private federated deep learning for multi-site medical image segmentation	Jul 6, 2021	Deep LearningFederated Learning	CodeCode Available	0
fMBN-E: Efficient Unsupervised Network Structure Ensemble and Selection for Clustering	Jul 5, 2021	ClusteringDeep Clustering	—Unverified	0
Label noise in segmentation networks : mitigation must deal with bias	Jul 5, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation	Jul 2, 2021	DecoderImage Segmentation	CodeCode Available	1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation	Jul 2, 2021	Data AugmentationImage Reconstruction	CodeCode Available	1
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization	Jul 1, 2021	Image SegmentationScene Understanding	—Unverified	0
DivergentNets: Medical Image Segmentation by Network Ensemble	Jul 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation	Jul 1, 2021	Image SegmentationSegmentation	CodeCode Available	1
SinGAN-Seg: Synthetic training data generation for medical image segmentation	Jun 29, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography	Jun 29, 2021	Image SegmentationSegmentation	CodeCode Available	0
Poisoning the Search Space in Neural Architecture Search	Jun 28, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
K-Net: Towards Unified Image Segmentation	Jun 28, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
Are conditional GANs explicitly conditional?	Jun 28, 2021	Data AugmentationDepth Estimation	—Unverified	0
Multi-Compound Transformer for Accurate Biomedical Image Segmentation	Jun 28, 2021	image-classificationImage Classification	CodeCode Available	1
Residual Moment Loss for Medical Image Segmentation	Jun 27, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation	Jun 26, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Attention Toward Neighbors: A Context Aware Framework for High Resolution Image Segmentation	Jun 24, 2021	Image SegmentationSegmentation	—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