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 2101–2150 of 5035 papers

TitleStatusHype
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation—0
Generating Discriminative Object Proposals via Submodular Ranking—0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images—0
A Sparse Graph Formulation for Efficient Spectral Image Segmentation—0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling—0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation—0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer—0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation—0
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection—0
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers—0
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach—0
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints—0
Conformal confidence sets for biomedical image segmentation—0
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model—0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation—0
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation—0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation—0
A Hybrid mmWave and Camera System for Long-Range Depth Imaging—0
GenColor: Generative Color-Concept Association in Visual Design—0
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation—0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation—0
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset—0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels—0
Conditional Segmentation in Lieu of Image Registration—0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis—0
A hybrid approach for improving U-Net variants in medical image segmentation—0
Active Contour Models for Manifold Valued Image Segmentation—0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training—0
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods—0
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation—0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation—0
Gaze2Segment: A Pilot Study for Integrating Eye-Tracking Technology into Medical Image Segmentation—0
A Simplified Approach to Deep Learning for Image Segmentation—0
Gaussian Dynamic Convolution for Efficient Single-Image Segmentation—0
Gaussian Building Mesh (GBM): Extract a Building's 3D Mesh with Google Earth and Gaussian Splatting—0
Conditional Conformal Risk Adaptation—0
A hybrid approach based segmentation technique for brain tumor in MRI Images—0
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation—0
Gastric histopathology image segmentation using a hierarchical conditional random field—0
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation—0
GASA-UNet: Global Axial Self-Attention U-Net for 3D Medical Image Segmentation—0
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation—0
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation—0
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation—0
Fuzzy Superpixel-based Image Segmentation—0
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation—0
Concept Mask: Large-Scale Segmentation from Semantic Concepts—0
A Simple Baseline with Single-encoder for Referring Image Segmentation—0
A High-Order Scheme for Image Segmentation via a modified Level-Set method—0
Fuzzy Clustering Based Segmentation Of Vertebrae in T1-Weighted Spinal MR Images—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