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 1351–1400 of 5035 papers

TitleStatusHype
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific structures—0
Clustering Approach Towards Image Segmentation: An Analytical Study—0
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation—0
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation—0
A Quorum Sensing Inspired Algorithm for Dynamic Clustering—0
A Formal Evaluation of PSNR as Quality Measurement Parameter for Image Segmentation Algorithms—0
A quantum segmentation algorithm based on local adaptive threshold for NEQR image—0
Cloud Cover Nowcasting with Deep Learning—0
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation—0
Clothing Co-Parsing by Joint Image Segmentation and Labeling—0
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation—0
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images—0
Entropy Minimization for Convex Relaxation Approaches—0
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation—0
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation—0
Closed-Form Training of Conditional Random Fields for Large Scale Image Segmentation—0
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes—0
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation—0
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy—0
A First Derivative Potts Model for Segmentation and Denoising Using ILP—0
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer—0
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor—0
Clickstream analysis for crowd-based object segmentation with confidence—0
A Priori Generalizability Estimate for a CNN—0
A Finite Element Computational Framework for Active Contours on Graphs—0
A Comprehensive Review of Modern Object Segmentation Approaches—0
ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation—0
Clicks2Line: Using Lines for Interactive Image Segmentation—0
A Principled Deep Random Field Model for Image Segmentation—0
Clicking Matters:Towards Interactive Human Parsing—0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation—0
Ensembling Low Precision Models for Binary Biomedical Image Segmentation—0
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches—0
Application of the Ring Theory in the Segmentation of Digital Images—0
Classroom Slide Narration System—0
Application of Superpixels to Segment Several Landmarks in Running Rodents—0
Ensemble Learning based on Classifier Prediction Confidence and Comprehensive Learning Particle Swarm Optimisation for polyp localisation—0
Entropy Based Cartoon Texture Separation—0
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance—0
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data—0
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer—0
Class Balanced PixelNet for Neurological Image Segmentation—0
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding—0
Class-Aware Adversarial Transformers for Medical Image Segmentation—0
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation—0
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?—0
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks—0
Application of DatasetGAN in medical imaging: preliminary studies—0
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans—0
Application of belief functions to medical image segmentation: A review—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