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 20012050 of 5035 papers

TitleStatusHype
Image Clustering with Optimization Algorithms and Color SpaceCode0
Improved Image Segmentation via Cost Minimization of Multiple HypothesesCode0
Core-Set Selection for Data-efficient Land Cover SegmentationCode0
ConvUNeXt: An efficient convolution neural network for medical image segmentationCode0
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image SegmentationCode0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A SurveyCode0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level TasksCode0
How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?Code0
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationCode0
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image SegmentationCode0
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning ConventionsCode0
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization AlgorithmCode0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
How to scale hyperparameters for quickshift image segmentationCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Convolutional CRFs for Semantic SegmentationCode0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image SegmentationCode0
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGANCode0
Lifting-based variational multiclass segmentation algorithm: design, convergence analysis, and implementation with applications in medical imagingCode0
High-Throughput Phenotyping using Computer Vision and Machine LearningCode0
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape MatchingCode0
A Contrastive Learning Scheme with Transformer Innate PatchesCode0
Hierarchical Roofline Performance Analysis for Deep Learning ApplicationsCode0
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future TrendsCode0
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation ModelsCode0
View-Consistent Hierarchical 3D Segmentation Using Ultrametric Feature FieldsCode0
Knowledge-Guided Prompt Learning for Lifespan Brain MR Image SegmentationCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
Hierarchical Superpixel Segmentation via Structural Information TheoryCode0
Hybrid-Fusion Transformer for Multisequence MRICode0
Contrastive Learning with Temporal Correlated Medical Images: A Case Study using Lung Segmentation in Chest X-RaysCode0
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image SegmentationCode0
Visual Boundary Knowledge Translation for Foreground SegmentationCode0
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray FluoroscopyCode0
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image SegmentationCode0
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT VolumesCode0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan ImagesCode0
Contrastive and Selective Hidden Embeddings for Medical Image SegmentationCode0
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image SegmentationCode0
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image AnalysisCode0
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image SegmentationCode0
H²O: Heatmap by Hierarchical OcclusionCode0
Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan AfricaCode0
A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate AnnotationsCode0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ SegmentationCode0
HALOS: Hallucination-free Organ Segmentation after Organ Resection SurgeryCode0
Handling Inter-Annotator Agreement for Automated Skin Lesion SegmentationCode0
AI Driven Water Segmentation with deep learning models for Enhanced Flood MonitoringCode0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological ImagesCode0
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
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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