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 2501–2550 of 5035 papers

TitleStatusHype
Data privacy protection in microscopic image analysis for material data mining—0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?—0
Data variation-aware medical image segmentation—0
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation—0
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner—0
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation—0
Deceiving End-to-End Deep Learning Malware Detectors using Adversarial Examples—0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images—0
Deep Active Contours Using Locally Controlled Distance Vector Flow—0
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement—0
Deep Attention Unet: A Network Model with Global Feature Perception Ability—0
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization—0
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks—0
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation—0
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation—0
Deep Conditional Shape Models for 3D cardiac image segmentation—0
DeepContour: A Deep Convolutional Feature Learned by Positive-Sharing Loss for Contour Detection—0
Deep Convolutional Encoder-Decoders with Aggregated Multi-Resolution Skip Connections for Skin Lesion Segmentation—0
Deep Convolutional Neural Networks Meet Variational Shape Compactness Priors for Image Segmentation—0
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation—0
DeepDefacer: Automatic Removal of Facial Features via U-Net Image Segmentation—0
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation—0
Deep Dual Learning for Semantic Image Segmentation—0
DeepEdge: A Multi-Scale Bifurcated Deep Network for Top-Down Contour Detection—0
Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation—0
Deepfake Image Generation for Improved Brain Tumor Segmentation—0
Deep feature transfer between localization and segmentation tasks—0
Deep Generative Model-based Quality Control for Cardiac MRI Segmentation—0
Deep Geodesic Learning for Segmentation and Anatomical Landmarking—0
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans—0
Deep Grouping Model for Unified Perceptual Parsing—0
Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline—0
Deep learning and its application to medical image segmentation—0
Deep learning approaches for neural decoding: from CNNs to LSTMs and spikes to fMRI—0
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery—0
Deep learning architectures for automated image segmentation—0
Deep learning assisted high resolution microscopy image processing for phase segmentation in functional composite materials—0
Deep Learning-based Aerial Image Segmentation with Open Data for Disaster Impact Assessment—0
Deep Learning-Based Automated Image Segmentation for Concrete Petrographic Analysis—0
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning—0
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection—0
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation—0
Deep learning denoising for EOG artifacts removal from EEG signals—0
Deep learning facilitates fully automated brain image registration of optoacoustic tomography and magnetic resonance imaging—0
Deep Learning for Automatic Tracking of Tongue Surface in Real-time Ultrasound Videos, Landmarks instead of Contours—0
Deep learning for cardiac image segmentation: A review—0
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors—0
Deep Learning for End-to-End Atrial Fibrillation Recurrence Estimation—0
Deep Learning for Global Wildfire Forecasting—0
Deep Learning for Medical Image Processing: Overview, Challenges and Future—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