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

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Showing 2501–2550 of 5035 papers

TitleStatusHype
Tumor-Centered Patching for Enhanced Medical Image Segmentation—0
Semantic RGB-D Image Synthesis—0
Segment Anything for Microscopy—0
Dynamic Open Vocabulary Enhanced Safe-landing with Intelligence (DOVESEI)Code0
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images—0
Switched auxiliary loss for robust training of transformer models for histopathological image segmentation—0
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders—0
EAVL: Explicitly Align Vision and Language for Referring Image Segmentation—0
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT—0
Microscopy Image Segmentation via Point and Shape Regularized Data SynthesisCode0
A tailored Handwritten-Text-Recognition System for Medieval Latin—0
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image SegmentationCode0
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation—0
ECPC-IDS:A benchmark endometrail cancer PET/CT image dataset for evaluation of semantic segmentation and detection of hypermetabolic regions—0
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks—0
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps SegmentationCode0
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic SegmentationCode0
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks—0
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets—0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation—0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
CATS v2: Hybrid encoders for robust medical segmentationCode0
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning—0
From CNN to Transformer: A Review of Medical Image Segmentation Models—0
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors—0
AquaSAM: Underwater Image Foreground SegmentationCode0
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs—0
High-Resolution Cranial Defect Reconstruction by Iterative, Low-Resolution, Point Cloud Completion Transformers—0
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model—0
Enhancing Nucleus Segmentation with HARU-Net: A Hybrid Attention Based Residual U-Blocks Network—0
Prototype Learning for Out-of-Distribution Polyp SegmentationCode0
Redesigning Out-of-Distribution Detection on 3D Medical Images—0
Feature Decoupling-Recycling Network for Fast Interactive Segmentation—0
Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Microvasculature Segmentation in Human BioMolecular Atlas Program (HuBMAP)—0
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNetCode0
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation—0
Push the Boundary of SAM: A Pseudo-label Correction Framework for Medical Segmentation—0
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation—0
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers—0
A hybrid approach for improving U-Net variants in medical image segmentation—0
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-TrainingCode0
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation—0
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging—0
Unsupervised Decomposition Networks for Bias Field Correction in MR ImageCode0
Cross-dimensional transfer learning in medical image segmentation with deep learningCode0
Scale-aware Test-time Click Adaptation for Pulmonary Nodule and Mass SegmentationCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified