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 1201–1250 of 5035 papers

TitleStatusHype
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation—0
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints—0
Conformal confidence sets for biomedical image segmentation—0
A Hybrid mmWave and Camera System for Long-Range Depth Imaging—0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation—0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation—0
Active Contour Models for Manifold Valued Image Segmentation—0
DSCnet: Replicating Lidar Point Clouds with Deep Sensor Cloning—0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation—0
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset—0
Conditional Segmentation in Lieu of Image Registration—0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis—0
A hybrid approach for improving U-Net variants in medical image segmentation—0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training—0
Dual Convolutional LSTM Network for Referring Image Segmentation—0
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation—0
A Simplified Approach to Deep Learning for Image Segmentation—0
Conditional Conformal Risk Adaptation—0
A hybrid approach based segmentation technique for brain tumor in MRI Images—0
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation—0
A Simple Baseline with Single-encoder for Referring Image Segmentation—0
Concept Mask: Large-Scale Segmentation from Semantic Concepts—0
A High-Order Scheme for Image Segmentation via a modified Level-Set method—0
Active Contour Models Driven by Hyperbolic Mean Curvature Flow for Image Segmentation—0
Concealed Object Segmentation with Hierarchical Coherence Modeling—0
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications—0
A semi-supervised fuzzy GrowCut algorithm to segment and classify regions of interest of mammographic images—0
Computer Stereo Vision for Autonomous Driving—0
A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation—0
Computer-Aided Knee Joint Magnetic Resonance Image Segmentation - A Survey—0
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks—0
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient—0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning—0
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition—0
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis—0
A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation—0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models—0
Comprehensive Multi-Modal Interactions for Referring Image Segmentation—0
A Graph Multi-separator Problem for Image Segmentation—0
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation—0
A Contrario Selection of Optimal Partitions for Image Segmentation—0
Compositionally Equivariant Representation Learning—0
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model—0
DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder—0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation—0
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach—0
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation—0
A Segmentation Foundation Model for Diverse-type Tumors—0
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation—0
A SAM based Tool for Semi-Automatic Food Annotation—0
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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