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 4401–4450 of 5035 papers

TitleStatusHype
Indirect Supervision to Mitigate Perturbations—0
Inference of hidden structures in complex physical systems by multi-scale clustering—0
Inferring M-Best Diverse Labelings in a Single One—0
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries—0
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors—0
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization—0
Learning Confident Classifiers in the Presence of Label Noise—0
Instance-guided Cartoon Editing with a Large-scale Dataset—0
Instance Segmentation of Scene Sketches Using Natural Image Priors—0
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN—0
Instance segmentation with the number of clusters incorporated in embedding learning—0
Instance Segmentation XXL-CT Challenge of a Historic Airplane—0
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines—0
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion—0
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation—0
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images—0
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin—0
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle—0
Intelligent image synthesis to attack a segmentation CNN using adversarial learning—0
Interactive Binary Image Segmentation with Edge Preservation—0
Interactive Boundary Prediction for Object Selection—0
Interactive Deep Refinement Network for Medical Image Segmentation—0
Interactive Full Image Segmentation by Considering All Regions Jointly—0
Interactive Image Segmentation From A Feedback Control Perspective—0
Interactive Image Segmentation Using Constrained Dominant Sets—0
Interactive Image Segmentation using Label Propagation through Complex Networks—0
Interactive Image Segmentation via Backpropagating Refinement Scheme—0
Interactive Image Selection and Training for Brain Tumor Segmentation Network—0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning—0
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration—0
Interactive segmentation of medical images through fully convolutional neural networks—0
Interactive Segmentation on RGBD Images via Cue Selection—0
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces—0
Interactive Video Object Segmentation in the Wild—0
Interior point search for nonparametric image segmentation—0
Interpretability-Driven Sample Selection Using Self Supervised Learning For Disease Classification And Segmentation—0
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images—0
Interpretable Small Training Set Image Segmentation Network Originated from Multi-Grid Variational Model—0
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks—0
Inter-slice image augmentation based on frame interpolation for boosting medical image segmentation accuracy—0
INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation—0
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation—0
Introducing Geometry in Active Learning for Image Segmentation—0
Introducing Hann windows for reducing edge-effects in patch-based image segmentation—0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation—0
Introducing VaDA: Novel Image Segmentation Model for Maritime Object Segmentation Using New Dataset—0
Introduction to Camera Pose Estimation with Deep Learning—0
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation—0
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation—0
Inverse Renormalization Group Transformation in Bayesian Image Segmentations—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