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 1501–1550 of 5035 papers

TitleStatusHype
Can a single image processing algorithm work equally well across all phases of DCE-MRI?—0
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation—0
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation—0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images—0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation—0
Feature Fusion Encoder Decoder Network For Automatic Liver Lesion Segmentation—0
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation—0
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models—0
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation—0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality—0
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results—0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder—0
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation—0
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images—0
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation—0
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification—0
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image—0
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images—0
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image—0
CAggNet: Crossing Aggregation Network for Medical Image Segmentation—0
CaDIS: Cataract Dataset for Image Segmentation—0
Annotation-free Audio-Visual Segmentation—0
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation—0
A Systematic Review of Low-Rank and Local Low-Rank Matrix Approximation in Big Data Medical Imaging—0
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation—0
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation—0
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning—0
C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation—0
Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks—0
FBNet: Feature Balance Network for Urban-Scene Segmentation—0
Feature Selective Transformer for Semantic Image Segmentation—0
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision—0
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation—0
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images—0
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation—0
BUNET: Blind Medical Image Segmentation Based on Secure UNET—0
Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation—0
Fast Semantic Image Segmentation with High Order Context and Guided Filtering—0
Building Networks for Image Segmentation using Particle Competition and Cooperation—0
Building Brain Tumor Segmentation Networks with User-Assisted Filter Estimation and Selection—0
Budget-aware Semi-Supervised Semantic and Instance Segmentation—0
An Iterative Spanning Forest Framework for Superpixel Segmentation—0
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence—0
Fast Submodular Function Maximization—0
An Iterative Convolutional Neural Network Algorithm Improves Electron Microscopy Image Segmentation—0
ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths—0
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation—0
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy—0
Fast Recurrent Fully Convolutional Networks for Direct Perception in Autonomous Driving—0
Bridging Category-level and Instance-level Semantic 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