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 3551–3600 of 5035 papers

TitleStatusHype
Assessing the Role of Random Forests in Medical Image Segmentation—0
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image SegmentationCode0
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future—0
Instance segmentation with the number of clusters incorporated in embedding learning—0
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches—0
Test-Time Training for Deformable Multi-Scale Image Registration—0
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images—0
Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images—0
Multiview and Multiclass Image Segmentation using Deep Learning in Fetal Echocardiography—0
Roughness Index and Roughness Distance for Benchmarking Medical SegmentationCode0
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation—0
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation—0
Pathological Image Segmentation with Noisy Labels—0
Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline—0
Improving Image co-segmentation via Deep Metric Learning—0
Topology-Aware Segmentation Using Discrete Morse Theory—0
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images—0
Color image segmentation based on a convex K-means approach—0
Semi-Supervised Learning for Eye Image Segmentation—0
K-expectiles clustering—0
Invertible Residual Network with Regularization for Effective Medical Image Segmentation—0
GSVNet: Guided Spatially-Varying Convolution for Fast Semantic Segmentation on VideoCode0
Image Segmentation Methods for Non-destructive testing Applications—0
Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation—0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTsCode0
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient—0
Deep Superpixel Cut for Unsupervised Image Segmentation—0
Principal component-based image segmentation: a new approach to outline in vitro cell colonies—0
High-Resolution Segmentation of Tooth Root Fuzzy Edge Based on Polynomial Curve Fitting with Landmark Detection—0
Morphological Operation Residual Blocks: Enhancing 3D Morphological Feature Representation in Convolutional Neural Networks for Semantic Segmentation of Medical Images—0
Learning With Context Feedback Loop for Robust Medical Image SegmentationCode0
K-means segmentation based-on lab color space for embryo detection in incubated egg—0
Unsupervised Domain Adaptation Network with Category-Centric Prototype Aligner for Biomedical Image Segmentation—0
A Novel CNN-LSTM-based Approach to Predict Urban Expansion—0
Uncertainty guided semi-supervised segmentation of retinal layers in OCT images—0
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models—0
Convolution-Free Medical Image Segmentation using Transformers—0
Binary segmentation of medical images using implicit spline representations and deep learningCode0
Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models—0
Direct Estimation of Appearance Models for Segmentation—0
Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic SegmentationCode0
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks—0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Benefits of Linear Conditioning with Metadata for Image Segmentation—0
Uncertainty-based method for improving poorly labeled segmentation datasets—0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
Membership Inference Attacks are Easier on Difficult ProblemsCode0
Segmenting two-dimensional structures with strided tensor networksCode0
Saliency-Aware Class-Agnostic Food Image Segmentation—0
L-SNet: from Region Localization to Scale Invariant Medical Image 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