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 751800 of 5035 papers

TitleStatusHype
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
Self-Supervised Pretraining for 2D Medical Image SegmentationCode1
Boundary-Aware Network for Kidney ParsingCode1
Boundary-Aware Network for Abdominal Multi-Organ SegmentationCode1
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis DiagnosisCode1
Q-Net: Query-Informed Few-Shot Medical Image SegmentationCode1
Persuasion Strategies in AdvertisementsCode1
Open-Vocabulary Universal Image Segmentation with MaskCLIPCode1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical StructuresCode1
Triple-View Feature Learning for Medical Image SegmentationCode1
When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic SegmentationCode1
PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge DistillationCode1
Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised SegmentationCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
Relict landslide detection using Deep-Learning architectures for image segmentation in rainforest areas: A new frameworkCode1
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image SegmentationCode1
PVBM: A Python Vasculature Biomarker Toolbox Based On Retinal Blood Vessel SegmentationCode1
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image SegmentationCode1
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation ModelCode1
AADG: Automatic Augmentation for Domain Generalization on Retinal Image SegmentationCode1
OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality AugmentationCode1
What is Healthy? Generative Counterfactual Diffusion for Lesion LocalizationCode1
High-Resolution Swin Transformer for Automatic Medical Image SegmentationCode1
Learning Topological Interactions for Multi-Class Medical Image SegmentationCode1
Estimating Model Performance under Domain Shifts with Class-Specific Confidence ScoresCode1
The Dice loss in the context of missing or empty labels: Introducing Φ and εCode1
A hierarchical semantic segmentation framework for computer vision-based bridge damage detectionCode1
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image SegmentationCode1
Adaptive t-vMF Dice Loss for Multi-class Medical Image SegmentationCode1
Personalizing Federated Medical Image Segmentation via Local CalibrationCode1
TFCNs: A CNN-Transformer Hybrid Network for Medical Image SegmentationCode1
Unsupervised Domain Adaptation through Shape Modeling for Medical Image SegmentationCode1
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image SegmentationCode1
vMFNet: Compositionality Meets Domain-generalised SegmentationCode1
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive PruningCode1
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image SegmentationCode1
RankSEG: A Consistent Ranking-based Framework for SegmentationCode1
Omni-Seg: A Scale-aware Dynamic Network for Renal Pathological Image SegmentationCode1
Evidence fusion with contextual discounting for multi-modality medical image segmentationCode1
Using the Polar Transform for Efficient Deep Learning-Based Aorta Segmentation in CTA ImagesCode1
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image SegmentationCode1
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy LabelsCode1
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image SegmentationCode1
Fitting Segmentation Networks on Varying Image Resolutions using SplattingCode1
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive DistillationCode1
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image SegmentationCode1
MaxStyle: Adversarial Style Composition for Robust Medical Image SegmentationCode1
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNetCode1
The Fully Convolutional Transformer for Medical Image SegmentationCode1
SemAffiNet: Semantic-Affine Transformation for Point Cloud 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