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
Segmentation of 3D Dental Images Using Deep Learning	Jul 19, 2022	Deep LearningImage Segmentation	—Unverified
Fully trainable Gaussian derivative convolutional layer	Jul 18, 2022	image-classificationImage Classification	CodeCode Available
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation	Jul 17, 2022	Anomaly DetectionImage Segmentation	—Unverified
MLP-GAN for Brain Vessel Image Segmentation	Jul 17, 2022	Generative Adversarial NetworkImage Segmentation	CodeCode Available
Analysis of liver cancer detection based on image processing	Jul 16, 2022	DiagnosticImage Segmentation	—Unverified
Immunofluorescence Capillary Imaging Segmentation: Cases Study	Jul 14, 2022	BenchmarkingImage Segmentation	CodeCode Available
Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations	Jul 13, 2022	ArticlesImage Segmentation	—Unverified
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
PseudoClick: Interactive Image Segmentation with Click Imitation	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
Wound Segmentation with Dynamic Illumination Correction and Dual-view Semantic Fusion	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
Image Segmentation for Radar Signal Deinterleaving Using Deep Learning	Jul 11, 2022	Deep LearningImage Segmentation	—Unverified
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level Regularization	Jul 8, 2022	Domain AdaptationImage Segmentation	CodeCode Available
Vision Transformers: State of the Art and Research Challenges	Jul 7, 2022	3D ReconstructionImage Segmentation	—Unverified
Multi-Contrast MRI Segmentation Trained on Synthetic Images	Jul 6, 2022	Image SegmentationMRI segmentation	—Unverified
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation	Jul 5, 2022	Image SegmentationKnowledge Distillation	CodeCode Available
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation	Jul 5, 2022	Contrastive LearningImage Segmentation	CodeCode Available
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction	Jul 4, 2022	Image SegmentationInstance Segmentation	—Unverified
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation Models	Jul 4, 2022	Classificationimage-classification	CodeCode Available
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models	Jul 1, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Segmentation of waterbodies in remote sensing images using deep stacked ensemble model	Jul 1, 2022	Body DetectionImage Segmentation	—Unverified
Online Reflective Learning for Robust Medical Image Segmentation	Jul 1, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Implicit U-Net for volumetric medical image segmentation	Jun 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary	Jun 29, 2022	Domain GeneralizationImage Segmentation	—Unverified
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View	Jun 29, 2022	Image SegmentationMulti-Task Learning	CodeCode Available
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation	Jun 28, 2022	Contrastive LearningDomain Generalization	—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