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 16011650 of 5035 papers

TitleStatusHype
Large-Scale Electron Microscopy Image Segmentation in SparkCode0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
Large-scale image segmentation based on distributed clustering algorithmsCode0
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image SegmentationCode0
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image SegmentationCode0
Efficient Smoothing of Dilated Convolutions for Image SegmentationCode0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered LearningCode0
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image SegmentationCode0
Laplacian Segmentation Networks Improve Epistemic Uncertainty QuantificationCode0
Analysis of the performance of U-Net neural networks for the segmentation of living cellsCode0
Efficient Yet Deep Convolutional Neural Networks for Semantic SegmentationCode0
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured OutputsCode0
Language-Based Image Editing with Recurrent Attentive ModelsCode0
LadderNet: Multi-path networks based on U-Net for medical image segmentationCode0
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image SegmentationCode0
Label Refinement Network from Synthetic Error Augmentation for Medical Image SegmentationCode0
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationCode0
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine SegmentationCode0
LACFormer: Toward accurate and efficient polyp segmentationCode0
Elastic Boundary Projection for 3D Medical Image SegmentationCode0
Kvasir-SEG: A Segmented Polyp DatasetCode0
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip ArthroplastyCode0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-LevelCode0
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover DesignCode0
Auto-nnU-Net: Towards Automated Medical Image SegmentationCode0
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CTCode0
Analysis of Information Flow Through U-NetsCode0
Deep Neural Networks Motivated by Partial Differential EquationsCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image SegmentationCode0
LAMP: Large Deep Nets with Automated Model Parallelism for Image SegmentationCode0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel NetworksCode0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
DeepMerge: Deep-Learning-Based Region-Merging for Image SegmentationCode0
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel SegmentationCode0
A Bayesian Approach to Weakly-supervised Laparoscopic Image SegmentationCode0
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural NetworksCode0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image SegmentationCode0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative LearningCode0
IODeep: an IOD for the introduction of deep learning in the DICOM standardCode0
Intracranial Hemorrhage Segmentation Using Deep Convolutional ModelCode0
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy DataCode0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple SclerosisCode0
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural NetworksCode0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel DatasetCode0
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed TomographyCode0
Interactive Learning for Semantic Segmentation in Earth ObservationCode0
Interactive Image Segmentation with Cross-Modality Vision TransformersCode0
Show:102550
← PrevPage 33 of 101Next →

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