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 3151–3200 of 5035 papers

TitleStatusHype
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise—0
Analysis of Sparse Subspace Clustering: Experiments and Random Projection—0
Analysis of Vision-based Abnormal Red Blood Cell Classification—0
Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning—0
Analyzing Semantic Segmentation Using Hybrid Human-Machine CRFs—0
An Approach for Adaptive Automatic Threat Recognition Within 3D Computed Tomography Images for Baggage Security Screening—0
Anatomical Structure Segmentation in Liver MRI Images—0
An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation—0
An Augmentation-based Model Re-adaptation Framework for Robust Image Segmentation—0
An Automated Real-Time Approach for Image Processing and Segmentation of Fluoroscopic Images and Videos Using a Single Deep Learning Network—0
An Automatic Seeded Region Growing for 2D Biomedical Image Segmentation—0
An Efficient 3D CNN for Action/Object Segmentation in Video—0
An Efficient Algorithm for the Piecewise-Smooth Model with Approximately Explicit Solutions—0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers—0
An Efficient Decomposition Framework for Discriminative Segmentation with Supermodular Losses—0
An Efficient Evolutionary Based Method For Image Segmentation—0
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation—0
An Efficient Polyp Segmentation Network—0
An Elastica Geodesic Approach With Convexity Shape Prior—0
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation—0
An Empirical Study on the Robustness of the Segment Anything Model (SAM)—0
An Enhancement Neighborhood connected Segmentation for 2D-Cellular Image—0
An Ensemble Approach for Brain Tumor Segmentation and Synthesis—0
An Error Detection and Correction Framework for Connectomics—0
An Estimation Method of Measuring Image Quality for Compressed Images of Human Face—0
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation—0
A Neural Markovian Multiresolution Image Labeling Algorithm—0
A neuromorphic approach to image processing and machine vision—0
An evaluation of U-Net in Renal Structure Segmentation—0
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation—0
A New Finsler Minimal Path Model With Curvature Penalization for Image Segmentation and Closed Contour Detection—0
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging—0
A new smart-cropping pipeline for prostate segmentation using deep learning networks—0
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering—0
An image segmentation algorithm for measurement of flotation froth bubble size distributions—0
An Image Segmentation Model Based on a Variational Formulation—0
An Interactive Medical Image Segmentation Framework Using Iterative Refinement—0
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation—0
Anisotropic Mesh Adaptation for Image Segmentation Based on Mumford-Shah Functional—0
Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information—0
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation—0
An Iterative Convolutional Neural Network Algorithm Improves Electron Microscopy Image Segmentation—0
An Iterative Spanning Forest Framework for Superpixel Segmentation—0
Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation—0
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation—0
Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks—0
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning—0
Annotation-free Audio-Visual Segmentation—0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality—0
A Novel Approach Towards Clustering Based 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