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 2351–2375 of 5035 papers

Title	Date	Tasks	Status
Osteoporosis Prediction from Hand and Wrist X-rays using Image Segmentation and Self-Supervised Learning	Nov 12, 2023	Image SegmentationSelf-Supervised Learning	—Unverified
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image	Nov 11, 2023	Image SegmentationSegmentation	—Unverified
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks	Nov 10, 2023	Data AugmentationImage Segmentation	—Unverified
Efficient Segmentation with Texture in Ore Images Based on Box-supervised Approach	Nov 10, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers	Nov 10, 2023	DecoderImage Segmentation	CodeCode Available
IODeep: an IOD for the introduction of deep learning in the DICOM standard	Nov 10, 2023	DiagnosticFederated Learning	CodeCode Available
SAMVG: A Multi-stage Image Vectorization Model with the Segment-Anything Model	Nov 9, 2023	Image Segmentationmodel	—Unverified
Single-shot Tomography of Discrete Dynamic Objects	Nov 9, 2023	Computed Tomography (CT)Dynamic Reconstruction	CodeCode Available
Are foundation models efficient for medical image segmentation?	Nov 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Multiclass Segmentation using Teeth Attention Modules for Dental X-ray Images	Nov 7, 2023	Image SegmentationSegmentation	—Unverified
SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis	Nov 6, 2023	DiversityImage Generation	—Unverified
Truly Scale-Equivariant Deep Nets with Fourier Layers	Nov 6, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
Masking Hyperspectral Imaging Data with Pretrained Models	Nov 6, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
PotholeGuard: A Pothole Detection Approach by Point Cloud Semantic Segmentation	Nov 5, 2023	Image SegmentationSegmentation	—Unverified
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation	Nov 5, 2023	Data AugmentationDomain Generalization	CodeCode Available
Augmentation is AUtO-Net: Augmentation-Driven Contrastive Multiview Learning for Medical Image Segmentation	Nov 2, 2023	GPUImage Segmentation	—Unverified
Hybrid-Fusion Transformer for Multisequence MRI	Nov 2, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available
SDF4CHD: Generative Modeling of Cardiac Anatomies with Congenital Heart Defects	Nov 1, 2023	Cardiac SegmentationImage Segmentation	—Unverified
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts	Nov 1, 2023	ClusteringDeep Clustering	—Unverified
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning	Oct 31, 2023	ClassificationImage Segmentation	—Unverified
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images	Oct 30, 2023	Image SegmentationSemantic Segmentation	—Unverified
Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI	Oct 30, 2023	Image SegmentationMedical Diagnosis	—Unverified
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation	Oct 27, 2023	DenoisingDomain Adaptation	—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