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 31513200 of 5035 papers

TitleStatusHype
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation0
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey0
spectrai: A deep learning framework for spectral dataCode1
Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised SegmentationCode1
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation0
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles0
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation0
Few-Shot Segmentation with Global and Local Contrastive LearningCode0
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotationsCode0
Towards to Robust and Generalized Medical Image Segmentation FrameworkCode1
Enhancing MR Image Segmentation with Realistic Adversarial Data AugmentationCode1
Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images0
Medical image segmentation with imperfect 3D bounding boxes0
Source-Free Domain Adaptation for Image SegmentationCode1
Shape Modeling with Spline PartitionsCode0
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing FlowsCode1
Region-wise Loss for Biomedical Image SegmentationCode1
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT0
Recurrent Mask Refinement for Few-Shot Medical Image SegmentationCode1
Detectron2 Object Detection & Manipulating Images using CartoonizationCode4
Visual Boundary Knowledge Translation for Foreground SegmentationCode0
Style Curriculum Learning for Robust Medical Image Segmentation0
Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation0
Mapping Vulnerable Populations with AI0
Open-World Entity SegmentationCode2
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labelsCode1
AASeg: Attention Aware Network for Real Time Semantic Segmentation0
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image SegmentationCode1
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIPCode1
Robust Regularized Locality Preserving Indexing for Fiedler Vector Estimation0
Personalized Image Semantic SegmentationCode1
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal ConvolutionsCode0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image SegmentationCode0
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image SegmentationCode1
Modality-aware Mutual Learning for Multi-modal Medical Image SegmentationCode1
Weighted Intersection over Union (wIoU) for Evaluating Image SegmentationCode0
Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy DataCode1
VTBIS: Vision Transformer for Biomedical Image Segmentation0
An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-NetCode0
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image SegmentationCode1
Double Similarity Distillation for Semantic Image Segmentation0
Transductive image segmentation: Self-training and effect of uncertainty estimation0
Tracing Halpha Fibrils through Bayesian Deep Learning0
Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation0
What Image Features Boost Housing Market Predictions?0
Learning from Partially Overlapping Labels: Image Segmentation under Annotation Shift0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation0
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image SegmentationCode1
TransClaw U-Net: Claw U-Net with Transformers for Medical Image SegmentationCode0
A Spatial Guided Self-supervised Clustering Network for Medical Image SegmentationCode1
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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