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

Showing 11511200 of 5035 papers

TitleStatusHype
Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy DataCode1
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image SegmentationCode1
Augmenting Convolutional networks with attention-based aggregationCode1
Image-Based Relocalization and Alignment for Long-Term Monitoring of Dynamic Underwater EnvironmentsCode1
Domain Adaptation of Echocardiography Segmentation Via Reinforcement LearningCode1
Image Segmentation Using Deep Learning: A SurveyCode1
A Unified Framework for U-Net Design and AnalysisCode1
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGACode1
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image SegmentationCode1
Deep learning approach to left ventricular non-compaction measurementCode1
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing FlowsCode1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image SegmentationCode1
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image SegmentationCode1
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured MeshesCode1
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised AdaptationCode1
E1D3 U-Net for Brain Tumor Segmentation: Submission to the RSNA-ASNR-MICCAI BraTS 2021 ChallengeCode1
Auto-Compressing Subset Pruning for Semantic Image SegmentationCode1
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion ModelCode1
Integrative Analysis for COVID-19 Patient Outcome PredictionCode1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image SegmentationCode1
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?Code1
Interactive Object Segmentation in 3D Point CloudsCode1
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel ImagesCode1
Fitting Segmentation Networks on Varying Image Resolutions using SplattingCode1
Inter-slice Context Residual Learning for 3D Medical Image SegmentationCode1
AutoFocusFormer: Image Segmentation off the GridCode1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble SupervisionCode1
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image SegmentationCode1
Contrastive Pretraining for Echocardiography Segmentation with Limited DataCode1
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano TranscriptionCode1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing FlowsCode1
Hyper-Convolution Networks for Biomedical Image SegmentationCode1
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image SegmentationCode1
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-NetCode1
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation AlgorithmsCode1
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guideCode1
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete RepresentationsCode1
Medical Image Segmentation Using Squeeze-and-Expansion TransformersCode1
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex0
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers0
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images0
A Sparse Graph Formulation for Efficient Spectral Image Segmentation0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation0
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified