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 1351–1400 of 5035 papers

TitleStatusHype
MESA: Matching Everything by Segmenting Anything—0
MouSi: Poly-Visual-Expert Vision-Language ModelsCode2
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image SegmentationCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans—0
ParaTransCNN: Parallelized TransCNN Encoder for Medical Image SegmentationCode1
Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation—0
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models—0
BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion ModelsCode1
ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image SegmentationCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Health Digital Twins Supported by Artificial Intelligence-based Algorithms and Extended Reality in Cardiology—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image SegmentationCode4
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion—0
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation—0
Tyche: Stochastic In-Context Learning for Medical Image SegmentationCode2
PA-SAM: Prompt Adapter SAM for High-Quality Image SegmentationCode2
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-AttentionCode1
An Automated Real-Time Approach for Image Processing and Segmentation of Fluoroscopic Images and Videos Using a Single Deep Learning Network—0
Local Background Estimation for Improved Gas Plume Identification in Hyperspectral Images—0
Concealed Object Segmentation with Hierarchical Coherence Modeling—0
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation—0
Collaborative Position Reasoning Network for Referring Image Segmentation—0
Semi-supervised segmentation of land cover images using nonlinear canonical correlation analysis with multiple features and t-SNE—0
Susceptibility of Adversarial Attack on Medical Image Segmentation ModelsCode0
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview—0
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation—0
A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI—0
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRICode1
Uncertainty Modeling in Ultrasound Image Segmentation for Precise Fetal Biometric Measurements—0
Automatic 3D Multi-modal Ultrasound Segmentation of Human Placenta using Fusion Strategies and Deep Learning—0
Uncertainty estimates for semantic segmentation: providing enhanced reliability for automated motor claims handling—0
Importance-Aware Image Segmentation-based Semantic Communication for Autonomous Driving—0
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training—0
RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models—0
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image SegmentationCode2
Foundation Models for Biomedical Image Segmentation: A Survey—0
Vertical Federated Image Segmentation—0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessmentCode0
Seg-metrics: a Python package to compute segmentation metricsCode2
Self-supervised Learning of Dense Hierarchical Representations for Medical Image SegmentationCode0
Sea ice detection using concurrent multispectral and synthetic aperture radar imagery—0
MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large ModelCode1
A locally statistical active contour model for SAR image segmentation can be solved by denoising algorithms—0
Transformer-CNN Fused Architecture for Enhanced Skin Lesion Segmentation—0
Learning to Prompt Segment Anything Models—0
U-Mamba: Enhancing Long-range Dependency for Biomedical Image SegmentationCode2
Deep Covariance Alignment for Domain Adaptive Remote Sensing Image SegmentationCode2
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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