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 1901–1950 of 5035 papers

TitleStatusHype
Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach—0
Segmenting Medical Images with Limited DataCode0
Introducing VaDA: Novel Image Segmentation Model for Maritime Object Segmentation Using New Dataset—0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth AnalysisCode0
Open Vocabulary Multi-Label Video Classification—0
SliceMamba with Neural Architecture Search for Medical Image Segmentation—0
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices—0
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation—0
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review—0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple SclerosisCode0
Unsupervised Fault Detection using SAM with a Moving Window Approach—0
High-Throughput Phenotyping using Computer Vision and Machine LearningCode0
Swin UNETR segmentation with automated geometry filtering for biomechanical modeling of knee joint cartilage—0
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models—0
Self-Paced Sample Selection for Barely-Supervised Medical Image SegmentationCode0
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation—0
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation—0
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)Code0
Semi-Supervised Segmentation via Embedding Matching—0
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation—0
HyperSpace: Hypernetworks for spacing-adaptive image segmentationCode0
Attention Normalization Impacts Cardinality Generalization in Slot AttentionCode0
HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization—0
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization—0
Plant Doctor: A hybrid machine learning and image segmentation software to quantify plant damage in video footage—0
Model Guidance via Explanations Turns Image Classifiers into Segmentation ModelsCode0
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature UpsamplingCode0
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation CompletenessCode0
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputsCode0
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image AnalysisCode0
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation—0
PPTFormer: Pseudo Multi-Perspective Transformer for UAV Segmentation—0
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image SegmentationCode0
Segment Anything Model for automated image data annotation: empirical studies using text prompts from Grounding DINO—0
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation—0
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual SegmentationCode0
EFCNet: Every Feature Counts for Small Medical Object Segmentation—0
RobU-Net: a heuristic robust multi-class brain tumor segmentation approaches for MRI scans—0
Medical Image Segmentation Using Directional Window AttentionCode0
Principal Component Clustering for Semantic Segmentation in Synthetic Data Generation—0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
Automatically Adaptive Conformal Risk ControlCode0
Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and VisualizationCode0
LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery—0
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image SegmentationCode0
Self-Supervised Alignment Learning for Medical Image Segmentation—0
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation—0
Segmenting Dead Sea Scroll Fragments for a Scientific Image Set—0
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation—0
Trusting Semantic Segmentation Networks—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