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 26012650 of 5035 papers

TitleStatusHype
Adaptive Active Contour Model for Brain Tumor SegmentationCode0
Learning Better Registration to Learn Better Few-Shot Medical Image Segmentation: Authenticity, Diversity, and Robustness0
Uncertainty-aware Multi-modal Learning via Cross-modal Random Network Prediction0
Learning Topological Interactions for Multi-Class Medical Image SegmentationCode1
Estimating Model Performance under Domain Shifts with Class-Specific Confidence ScoresCode1
Large-Kernel Attention for 3D Medical Image Segmentation0
Segmentation of 3D Dental Images Using Deep Learning0
The Dice loss in the context of missing or empty labels: Introducing Φ and εCode1
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures0
A hierarchical semantic segmentation framework for computer vision-based bridge damage detectionCode1
Fully trainable Gaussian derivative convolutional layerCode0
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image SegmentationCode1
Self-Supervised-RCNN for Medical Image Segmentation with Limited Data Annotation0
MLP-GAN for Brain Vessel Image SegmentationCode0
Adaptive t-vMF Dice Loss for Multi-class Medical Image SegmentationCode1
Analysis of liver cancer detection based on image processing0
Immunofluorescence Capillary Imaging Segmentation: Cases StudyCode0
Unsupervised Recognition of Informative Features via Tensor Network Machine Learning and Quantum Entanglement Variations0
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net0
Wound Segmentation with Dynamic Illumination Correction and Dual-view Semantic Fusion0
PseudoClick: Interactive Image Segmentation with Click Imitation0
Image Segmentation for Radar Signal Deinterleaving Using Deep Learning0
Personalizing Federated Medical Image Segmentation via Local CalibrationCode1
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level RegularizationCode0
TFCNs: A CNN-Transformer Hybrid Network for Medical Image SegmentationCode1
Vision Transformers: State of the Art and Research Challenges0
Unsupervised Domain Adaptation through Shape Modeling for Medical Image SegmentationCode1
Multi-Contrast MRI Segmentation Trained on Synthetic Images0
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image SegmentationCode0
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image SegmentationCode0
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation ModelsCode0
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction0
Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image SegmentationCode1
Segmentation of waterbodies in remote sensing images using deep stacked ensemble model0
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation ModelsCode0
Online Reflective Learning for Robust Medical Image Segmentation0
Implicit U-Net for volumetric medical image segmentation0
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive PruningCode1
vMFNet: Compositionality Meets Domain-generalised SegmentationCode1
Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-ViewCode0
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image SegmentationCode1
LViT: Language meets Vision Transformer in Medical Image SegmentationCode2
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary0
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation0
FF-UNet: a U-Shaped Deep Convolutional Neural Network for Multimodal Biomedical Image SegmentationCode0
Omni-Seg: A Scale-aware Dynamic Network for Renal Pathological Image SegmentationCode1
RankSEG: A Consistent Ranking-based Framework for SegmentationCode1
MaskRange: A Mask-classification Model for Range-view based LiDAR Segmentation0
Superadditivity and Convex Optimization for Globally Optimal Cell Segmentation using Deformable Shape ModelsCode0
Evidence fusion with contextual discounting for multi-modality 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