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 16511700 of 5035 papers

TitleStatusHype
A Bayesian Approach to Weakly-supervised Laparoscopic Image SegmentationCode0
End-to-end Training of CNN-CRF via Differentiable Dual-DecompositionCode0
Kvasir-SEG: A Segmented Polyp DatasetCode0
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image SegmentationCode0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationCode0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learningCode0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CTCode0
Domain Adaptation for the Segmentation of Confidential Medical ImagesCode0
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal DependencyCode0
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel DatasetCode0
Deep-Learning for Tidemark Segmentation in Human Osteochondral Tissues Imaged with Micro-computed TomographyCode0
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural NetworksCode0
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERTCode0
Automatic Report Generation for Histopathology images using pre-trained Vision TransformersCode0
A Baseline Statistical Method For Robust User-Assisted Multiple SegmentationCode0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel NetworksCode0
IODeep: an IOD for the introduction of deep learning in the DICOM standardCode0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image SegmentationCode0
Intracranial Hemorrhage Segmentation Using Deep Convolutional ModelCode0
Adaptive Real-Time Multi-Loss Function Optimization Using Dynamic Memory Fusion Framework: A Case Study on Breast Cancer SegmentationCode0
Intrapartum Ultrasound Image Segmentation of Pubic Symphysis and Fetal Head Using Dual Student-Teacher Framework with CNN-ViT Collaborative LearningCode0
2D LiDAR and Camera Fusion Using Motion Cues for Indoor Layout EstimationCode0
Deep learning for Background Replacement in Video ConferencingCode0
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural NetworksCode0
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy DataCode0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple SclerosisCode0
iResSENet: An Accurate Convolutional Neural Network for Retinal Blood Vessel SegmentationCode0
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentationCode0
PTQ4RIS: Post-Training Quantization for Referring Image SegmentationCode0
LAMP: Large Deep Nets with Automated Model Parallelism for Image SegmentationCode0
[MASK] is All You NeedCode0
Entropy-based measure of rock sample heterogeneity derived from micro-CT imagesCode0
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical ImagesCode0
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature SegmentationCode0
Interactive Image Segmentation With Latent DiversityCode0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative StudyCode0
Interactive Learning for Semantic Segmentation in Earth ObservationCode0
Quantifying Knee Cartilage Shape and Lesion: From Image to MetricsCode0
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective InferenceCode0
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT SegmentationCode0
Interactive Image Segmentation with Cross-Modality Vision TransformersCode0
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and ClassificationCode0
Interactive Image Segmentation With First Click AttentionCode0
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentationCode0
Deep Learning Architectures for Diagnosis of Diabetic RetinopathyCode0
Input Invex Neural NetworkCode0
Instance Segmentation as Image Segmentation AnnotationCode0
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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