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 18011850 of 5035 papers

TitleStatusHype
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent DataCode0
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and SegmentationCode0
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approachCode0
Interactive Learning for Semantic Segmentation in Earth ObservationCode0
A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal TractCode0
Self-Paced Sample Selection for Barely-Supervised Medical Image SegmentationCode0
Information-Theoretic Segmentation by Inpainting Error MaximizationCode0
Input Invex Neural NetworkCode0
Decoupled Competitive Framework for Semi-supervised Medical Image SegmentationCode0
Deconver: A Deconvolutional Network for Medical Image SegmentationCode0
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble ModelCode0
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural NetworksCode0
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural NetworksCode0
Fast Segment AnythingCode0
Instance Segmentation as Image Segmentation AnnotationCode0
Large-scale image segmentation based on distributed clustering algorithmsCode0
DDSL: Deep Differentiable Simplex Layer for Learning Geometric SignalsCode0
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image SegmentationCode0
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image SegmentationCode0
FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium SegmentationCode0
Improving the generalizability of convolutional neural network-based segmentation on CMR imagesCode0
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context UnderstandingCode0
Improving land cover segmentation across satellites using domain adaptationCode0
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image SegmentationCode0
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural NetworksCode0
Improved post-hoc probability calibration for out-of-domain MRI segmentationCode0
A multi-contrast MRI approach to thalamus segmentationCode0
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume MixingCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure ReconstructionCode0
Improved Image Segmentation via Cost Minimization of Multiple HypothesesCode0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image SegmentationCode0
Immunofluorescence Capillary Imaging Segmentation: Cases StudyCode0
Impact of Adversarial Examples on Deep Learning Models for Biomedical Image SegmentationCode0
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary dataCode0
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy LabelsCode0
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic ConditionsCode0
Datacube segmentation via Deep Spectral ClusteringCode0
Image Segmentation Using Hierarchical Merge TreeCode0
Image Segmentation using Sparse Subset SelectionCode0
Data augmentation using learned transformations for one-shot medical image segmentationCode0
Adaptive Active Contour Model for Brain Tumor SegmentationCode0
Image Segmentation with Topological PriorsCode0
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped networkCode0
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI SegmentationCode0
Automated Deep Photo Style TransferCode0
Image Segmentation: Inducing graph-based learningCode0
Image-level Regression for Uncertainty-aware Retinal Image SegmentationCode0
Image Segmentation by Iterative Inference from Conditional Score EstimationCode0
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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