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 3351–3400 of 5035 papers

TitleStatusHype
Automatic Image Annotation for Mapped Features Detection—0
Automatic Image Co-Segmentation: A Survey—0
Automatic Image Labelling at Pixel Level—0
Automatic Image Pixel Clustering based on Mussels Wandering Optimiz—0
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net—0
Automatic measurement of coverage area of water-based pesticides-surfactant formulation on plant leaves using deep learning tools—0
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection—0
Automatic Preprocessing and Ensemble Learning for Low Quality Cell Image Segmentation—0
Automatic quantification of breast cancer biomarkers from multiple 18F-FDG PET image segmentation—0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks—0
Automatic satellite building construction monitoring—0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection—0
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm—0
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives—0
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images—0
Automatic Spine Segmentation using Convolutional Neural Network via Redundant Generation of Class Labels for 3D Spine Modeling—0
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint—0
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture—0
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest—0
Autonomous crater detection on asteroids using a fully-convolutional neural network—0
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection—0
Autonomous Visual Fish Pen Inspections for Estimating the State of Biofouling Buildup Using ROV -- Extended Abstract—0
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction—0
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder—0
Auxiliary Learning by Implicit Differentiation—0
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection—0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry—0
Bacterial foraging optimization based brain magnetic resonance image segmentation—0
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World—0
BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks—0
BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation—0
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists—0
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans—0
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability—0
Bayesian Active Contours with Affine-Invariant, Elastic Shape Prior—0
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis—0
Bayesian image segmentations by Potts prior and loopy belief propagation—0
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation—0
Bayesian Multifractal Image Segmentation—0
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers—0
Bayesian nonparametric image segmentation using a generalized Swendsen-Wang algorithm—0
Bayesian optimization for modular black-box systems with switching costs—0
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation—0
BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation—0
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation—0
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy—0
Benefiting from Quantum? A Comparative Study of Q-Seg, Quantum-Inspired Techniques, and U-Net for Crack Segmentation—0
Benefits of Linear Conditioning with Metadata for Image Segmentation—0
beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation—0
Bethe Learning of Conditional Random Fields via MAP Decoding—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