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 35513600 of 5035 papers

TitleStatusHype
Combining Contrast Invariant L1 Data Fidelities with Nonlinear Spectral Image Decomposition0
Flexibly Regularized Mixture Models and Application to Image Segmentation0
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling0
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion0
Combining Supervised and Un-supervised Learning for Automatic Citrus Segmentation0
Multiset Neurons0
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images0
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation0
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans0
Comparing the Performance of L*A*B* and HSV Color Spaces with Respect to Color Image Segmentation0
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures0
Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images0
Comparison of Possibilistic Fuzzy Local Information C-Means and Possibilistic K-Nearest Neighbors for Synthetic Aperture Sonar Image Segmentation0
Compassionately Conservative Balanced Cuts for Image Segmentation0
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation0
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation0
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation0
Compositionally Equivariant Representation Learning0
Comprehensive Multi-Modal Interactions for Referring Image Segmentation0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models0
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis0
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition0
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks0
Computer-Aided Knee Joint Magnetic Resonance Image Segmentation - A Survey0
Computer Stereo Vision for Autonomous Driving0
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications0
Concealed Object Segmentation with Hierarchical Coherence Modeling0
Concept Mask: Large-Scale Segmentation from Semantic Concepts0
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation0
Conditional Conformal Risk Adaptation0
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation0
Conditional Segmentation in Lieu of Image Registration0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation0
Conformal confidence sets for biomedical image segmentation0
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images0
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation0
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex0
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition0
Constrained Deep Weak Supervision for Histopathology Image Segmentation0
Constrained Dominant sets and Its applications in computer vision0
Constrained Multiview Representation for Self-supervised Contrastive Learning0
Constraints as Features0
Context Driven Label Fusion for segmentation of Subcutaneous and Visceral Fat in CT Volumes0
ContextLoss: Context Information for Topology-Preserving Segmentation0
Contextual Hourglass Networks for Segmentation and Density Estimation0
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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