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

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Showing 3201–3250 of 5035 papers

TitleStatusHype
A Novel Automated Classification and Segmentation for COVID-19 using 3D CT Scans—0
A Novel CNN-LSTM-based Approach to Predict Urban Expansion—0
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation—0
A Novel Distance-Based Metric for Quality Assessment in Image Segmentation—0
A Novel Domain Adaptation Framework for Medical Image Segmentation—0
A Novel Extension to Fuzzy Connectivity for Body Composition Analysis: Applications in Thigh, Brain, and Whole Body Tissue Segmentation—0
A Novel Falling-Ball Algorithm for Image Segmentation—0
A novel framework of the fuzzy c-means distances problem based weighted distance—0
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis—0
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction—0
The Butterfly Effect in Primary Visual Cortex—0
A Novel Scene Coupling Semantic Mask Network for Remote Sensing Image Segmentation—0
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging—0
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis—0
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything—0
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation—0
AoP-SAM: Automation of Prompts for Efficient Segmentation—0
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation—0
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation—0
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning—0
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation—0
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net—0
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis—0
Application of belief functions to medical image segmentation: A review—0
Application of DatasetGAN in medical imaging: preliminary studies—0
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?—0
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer—0
Application of Superpixels to Segment Several Landmarks in Running Rodents—0
Application of the Ring Theory in the Segmentation of Digital Images—0
A Principled Deep Random Field Model for Image Segmentation—0
A Priori Generalizability Estimate for a CNN—0
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer—0
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy—0
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes—0
A quantum segmentation algorithm based on local adaptive threshold for NEQR image—0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering—0
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation—0
A Random Point Initialization Approach to Image Segmentation with Variational Level-sets—0
A Recent Survey of Vision Transformers for Medical Image Segmentation—0
Are conditional GANs explicitly conditional?—0
Are foundation models efficient for medical image segmentation?—0
A regularization-based approach for unsupervised image segmentation—0
A Regularized Convolutional Neural Network for Semantic Image Segmentation—0
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation—0
A review: Deep learning for medical image segmentation using multi-modality fusion—0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease—0
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation—0
A review of individual tree crown detection and delineation from optical remote sensing images—0
A review of mean-shift algorithms for clustering—0
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing—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