SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2351–2400 of 5035 papers

TitleStatusHype
Osteoporosis Prediction from Hand and Wrist X-rays using Image Segmentation and Self-Supervised Learning—0
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image—0
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images—0
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks—0
Efficient Segmentation with Texture in Ore Images Based on Box-supervised ApproachCode0
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation—0
Automatic Report Generation for Histopathology images using pre-trained Vision TransformersCode0
IODeep: an IOD for the introduction of deep learning in the DICOM standardCode0
Single-shot Tomography of Discrete Dynamic ObjectsCode0
SAMVG: A Multi-stage Image Vectorization Model with the Segment-Anything Model—0
Are foundation models efficient for medical image segmentation?—0
Multiclass Segmentation using Teeth Attention Modules for Dental X-ray Images—0
Masking Hyperspectral Imaging Data with Pretrained ModelsCode0
SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis—0
Truly Scale-Equivariant Deep Nets with Fourier LayersCode0
PotholeGuard: A Pothole Detection Approach by Point Cloud Semantic Segmentation—0
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image SegmentationCode0
Augmentation is AUtO-Net: Augmentation-Driven Contrastive Multiview Learning for Medical Image Segmentation—0
Hybrid-Fusion Transformer for Multisequence MRICode0
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts—0
SDF4CHD: Generative Modeling of Cardiac Anatomies with Congenital Heart Defects—0
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning—0
Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI—0
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images—0
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation—0
Text Augmented Spatial-aware Zero-shot Referring Image Segmentation—0
Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls—0
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic SegmentationCode0
Task-driven Prompt Evolution for Foundation Models—0
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation—0
Trust, but Verify: Robust Image Segmentation using Deep Learning—0
S^3-TTA: Scale-Style Selection for Test-Time Augmentation in Biomedical Image Segmentation—0
Pixel-Level Clustering Network for Unsupervised Image Segmentation—0
Image Segmentation using U-Net Architecture for Powder X-ray Diffraction Images—0
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep LearningCode0
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting—0
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation—0
A review of individual tree crown detection and delineation from optical remote sensing images—0
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency ModelingCode0
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problemsCode0
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging DataCode0
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks—0
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research—0
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation—0
Whole-brain radiomics for clustered federated personalization in brain tumor segmentationCode0
Medical Image Segmentation via Sparse Coding Decoder—0
Evaluation and improvement of Segment Anything Model for interactive histopathology image segmentationCode0
NeuroQuantify -- An Image Analysis Software for Detection and Quantification of Neurons and Neurites using Deep LearningCode0
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation—0
Deep Conditional Shape Models for 3D cardiac image segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified