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 2601–2625 of 5035 papers

Title	Date	Tasks	Status	Hype
Adaptive Active Contour Model for Brain Tumor Segmentation	Jul 22, 2022	Brain Tumor SegmentationEdge Detection	CodeCode Available	0
Learning Better Registration to Learn Better Few-Shot Medical Image Segmentation: Authenticity, Diversity, and Robustness	Jul 22, 2022	DiversityImage Segmentation	—Unverified	0
Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction	Jul 22, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Learning Topological Interactions for Multi-Class Medical Image Segmentation	Jul 20, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores	Jul 20, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
Large-Kernel Attention for 3D Medical Image Segmentation	Jul 19, 2022	Computed Tomography (CT)Image Segmentation	—Unverified	0
Segmentation of 3D Dental Images Using Deep Learning	Jul 19, 2022	Deep LearningImage Segmentation	—Unverified	0
The Dice loss in the context of missing or empty labels: Introducing Φ and ε	Jul 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures	Jul 19, 2022	DiagnosticImage Segmentation	—Unverified	0
A hierarchical semantic segmentation framework for computer vision-based bridge damage detection	Jul 18, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
Fully trainable Gaussian derivative convolutional layer	Jul 18, 2022	image-classificationImage Classification	CodeCode Available	0
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation	Jul 18, 2022	DecoderImage Segmentation	CodeCode Available	1
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation	Jul 17, 2022	Anomaly DetectionImage Segmentation	—Unverified	0
MLP-GAN for Brain Vessel Image Segmentation	Jul 17, 2022	Generative Adversarial NetworkImage Segmentation	CodeCode Available	0
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation	Jul 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Analysis of liver cancer detection based on image processing	Jul 16, 2022	DiagnosticImage Segmentation	—Unverified	0
Immunofluorescence Capillary Imaging Segmentation: Cases Study	Jul 14, 2022	BenchmarkingImage Segmentation	CodeCode Available	0
Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations	Jul 13, 2022	ArticlesImage Segmentation	—Unverified	0
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net	Jul 12, 2022	Image SegmentationSegmentation	—Unverified	0
Wound Segmentation with Dynamic Illumination Correction and Dual-view Semantic Fusion	Jul 12, 2022	Image SegmentationSegmentation	—Unverified	0
PseudoClick: Interactive Image Segmentation with Click Imitation	Jul 12, 2022	Image SegmentationSegmentation	—Unverified	0
Image Segmentation for Radar Signal Deinterleaving Using Deep Learning	Jul 11, 2022	Deep LearningImage Segmentation	—Unverified	0
Personalizing Federated Medical Image Segmentation via Local Calibration	Jul 11, 2022	channel selectionFederated Learning	CodeCode Available	1
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level Regularization	Jul 8, 2022	Domain AdaptationImage Segmentation	CodeCode Available	0
TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation	Jul 7, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1

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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