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 37013750 of 5035 papers

TitleStatusHype
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest0
Contrastive Rendering for Ultrasound Image Segmentation0
Selective Information Passing for MR/CT Image SegmentationCode0
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery0
Secure 3D medical Imaging0
Depth-wise layering of 3d images using dense depth maps: a threshold based approach0
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective InferenceCode0
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps0
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation0
EGMM: an Evidential Version of the Gaussian Mixture Model for Clustering0
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors0
Morphological segmentation of hyperspectral images0
Realistic Image Normalization for Multi-Domain SegmentationCode0
Medical Image Segmentation Using Deep Learning: A SurveyCode0
A Survey on Deep Learning Methods for Semantic Image Segmentation in Real-Time0
ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation0
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels0
Going to Extremes: Weakly Supervised Medical Image SegmentationCode0
Style-invariant Cardiac Image Segmentation with Test-time Augmentation0
Cloud Cover Nowcasting with Deep Learning0
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization0
Region Growing with Convolutional Neural Networks for Biomedical Image Segmentation0
Interactive Learning for Semantic Segmentation in Earth ObservationCode0
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors0
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation0
Extracting the Subhalo Mass Function from Strong Lens Images with Image Segmentation0
Deep learning denoising for EOG artifacts removal from EEG signals0
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray SegmentationCode0
Hierarchical Roofline Performance Analysis for Deep Learning ApplicationsCode0
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images0
Finite Group Equivariant Neural Networks for GamesCode0
Semi-supervised Medical Image Segmentation through Dual-task Consistency0
Quality-aware semi-supervised learning for CMR segmentation0
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking0
Bayesian Neural Networks for Uncertainty Estimation of Imaging Biomarkers0
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural NetworksCode0
Identifying and Tracking Solar Magnetic Flux Elements with Deep LearningCode0
Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy0
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image SegmentationCode0
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy0
Mask-guided sample selection for Semi-Supervised Instance Segmentation0
Image Segmentation of Zona-Ablated Human Blastocysts0
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data0
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement0
Feedback Attention for Cell Image Segmentation0
Sparse Coding Driven Deep Decision Tree Ensembles for Nuclear Segmentation in Digital Pathology Images0
Uncertainty Quantification using Variational Inference for Biomedical Image SegmentationCode0
Image segmentation via Cellular Automata0
Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field0
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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