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 3051–3100 of 5035 papers

TitleStatusHype
A deep-structured fully-connected random field model for structured inference—0
ADEPT: A Noninvasive Method for Determining Elastic Parameters of Valve Tissue—0
A Digital Fuzzy Edge Detector for Color Images—0
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation—0
A Divide-and-Conquer Approach towards Understanding Deep Networks—0
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks—0
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain Normalization—0
ADS_UNet: A Nested UNet for Histopathology Image Segmentation—0
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images—0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression—0
Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique—0
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy—0
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence—0
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision—0
A Systematic Review of Low-Rank and Local Low-Rank Matrix Approximation in Big Data Medical Imaging—0
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images—0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder—0
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation—0
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation—0
Adversarial Examples for Semantic Image Segmentation—0
Adversarial Mutual Leakage Network for Cell Image Segmentation—0
Adversarial normalization for multi domain image segmentation—0
Adversarial training and dilated convolutions for brain MRI segmentation—0
A Dynamically Weighted Loss Function for Unsupervised Image Segmentation—0
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images—0
A dynamic interactive learning framework for automated 3D medical image segmentation—0
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images—0
A Characteristic Function-based Algorithm for Geodesic Active Contours—0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging—0
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding—0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation—0
A Finite Element Computational Framework for Active Contours on Graphs—0
A First Derivative Potts Model for Segmentation and Denoising Using ILP—0
A Formal Evaluation of PSNR as Quality Measurement Parameter for Image Segmentation Algorithms—0
A Formalization of Image Vectorization by Region Merging—0
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation—0
A fully automated framework for lung tumour detection, segmentation and analysis—0
A General Framework for Complex Network-Based Image Segmentation—0
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation—0
A Generative Victim Model for Segmentation—0
A Gentle Introduction to Deep Learning in Medical Image Processing—0
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries—0
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation—0
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model—0
A Graph Multi-separator Problem for Image Segmentation—0
A High-Order Scheme for Image Segmentation via a modified Level-Set method—0
A hybrid approach based segmentation technique for brain tumor in MRI Images—0
A hybrid approach for improving U-Net variants in medical image segmentation—0
A Hybrid mmWave and Camera System for Long-Range Depth Imaging—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