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 21512200 of 5035 papers

TitleStatusHype
Inferring M-Best Diverse Labelings in a Single One0
Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries0
A Brief Survey and an Application of Semantic Image Segmentation for Autonomous Driving0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation0
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation0
Benefits of Linear Conditioning with Metadata for Image Segmentation0
Differentiable Spline Approximations0
LAM3D: Leveraging Attention for Monocular 3D Object Detection0
Indirect Supervision to Mitigate Perturbations0
Differentiable Rendering: A Survey0
Differentiable Projection for Constrained Deep Learning0
Benefiting from Quantum? A Comparative Study of Q-Seg, Quantum-Inspired Techniques, and U-Net for Crack Segmentation0
Differentiable Programming for Piecewise Polynomial Functions0
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation0
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy0
An Automated Real-Time Approach for Image Processing and Segmentation of Fluoroscopic Images and Videos Using a Single Deep Learning Network0
Inference of hidden structures in complex physical systems by multi-scale clustering0
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors0
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation0
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation0
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation0
A Deep Learning-Based Method for Automatic Segmentation of Proximal Femur from Quantitative Computed Tomography Images0
Diagnostics in Semantic Segmentation0
BEFD: Boundary Enhancement and Feature Denoising for Vessel Segmentation0
An Augmentation-based Model Re-adaptation Framework for Robust Image Segmentation0
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation0
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation0
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation0
Bayesian optimization for modular black-box systems with switching costs0
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization0
An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation0
Bayesian nonparametric image segmentation using a generalized Swendsen-Wang algorithm0
Incorporating Near-Infrared Information into Semantic Image Segmentation0
Incorporating prior knowledge in medical image segmentation: a survey0
Incremental Class Discovery for Semantic Segmentation with RGBD Sensing0
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization0
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants0
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers0
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm0
Bayesian Multifractal Image Segmentation0
Anatomical Structure Segmentation in Liver MRI Images0
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques0
Detection of Customer Interested Garments in Surveillance Video using Computer Vision0
Bayesian Logistic Shape Model Inference: application to cochlea image segmentation0
Detection and Tracking of Liquids with Fully Convolutional Networks0
Bayesian image segmentations by Potts prior and loopy belief propagation0
A Bottom-Up Approach to Class-Agnostic Image Segmentation0
3D Cell Nuclei Segmentation with Balanced Graph Partitioning0
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders0
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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