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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2376–2400 of 5035 papers

TitleStatusHype
Deep Conditional Shape Models for 3D cardiac image segmentation—0
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation—0
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss—0
Automatically Searching for U-Net Image Translator Architecture—0
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation—0
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation—0
Deep Class-Specific Affinity-Guided Convolutional Network for Multimodal Unpaired Image Segmentation—0
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks—0
Automatically Designing CNN Architectures for Medical Image Segmentation—0
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization—0
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle—0
Deep Attention Unet: A Network Model with Global Feature Perception Ability—0
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning—0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement—0
A Multiphase Image Segmentation Based on Fuzzy Membership Functions and L1-norm Fidelity—0
Deep Active Contours Using Locally Controlled Distance Vector Flow—0
Automated Virtual Product Placement and Assessment in Images using Diffusion Models—0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images—0
Automated Segmentation of Retinal Layers from Optical Coherent Tomography Images Using Geodesic Distance—0
A multi-objective optimization approach for brain MRI segmentation using fuzzy entropy clustering and region-based active contour methods—0
MedUHIP: Towards Human-In-the-Loop Medical Segmentation—0
A 4D Light-Field Dataset and CNN Architectures for Material Recognition—0
Deceiving End-to-End Deep Learning Malware Detectors using Adversarial Examples—0
Label Refinement Network for Coarse-to-Fine Semantic 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