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 22512300 of 5035 papers

TitleStatusHype
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception0
Analysis of liver cancer detection based on image processing0
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications0
Deep Neural Patchworks: Coping with Large Segmentation Tasks0
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest0
A Data-Adaptive Loss Function for Incomplete Data and Incremental Learning in Semantic Image Segmentation0
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation0
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy0
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype0
Is Image Super-resolution Helpful for Other Vision Tasks?0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?0
Jansen-MIDAS: a multi-level photomicrograph segmentation software based on isotropic undecimated wavelets0
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation0
Deep Multiphase Level Set for Scene Parsing0
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture0
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation0
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images0
Automatic Traffic Sign Detection and Recognition Using SegU-Net and a Modified Tversky Loss Function With L1-Constraint0
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation0
Automatic Spine Segmentation using Convolutional Neural Network via Redundant Generation of Class Labels for 3D Spine Modeling0
Analysing Diffusion Segmentation for Medical Images0
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation0
Deeply Learning the Messages in Message Passing Inference0
Automatic Semantic Segmentation of the Lumbar Spine: Clinical Applicability in a Multi-parametric and Multi-centre Study on Magnetic Resonance Images0
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology0
Region homogeneity in the Logarithmic Image Processing framework: application to region growing algorithms0
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans0
Deep Learning Training Procedure Augmentations0
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives0
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset0
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation0
An Adversarial Regularisation for Semi-Supervised Training of Structured Output Neural Networks0
Deep Learning Model with GA based Feature Selection and Context Integration0
Deep Learning in Multi-organ Segmentation0
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm0
Deep Learning in Medical Ultrasound Image Segmentation: a Review0
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations0
Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection0
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks0
Automatic satellite building construction monitoring0
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera0
Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems0
Deep Learning for Object Saliency Detection and Image Segmentation0
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities0
Expert-Adaptive Medical Image Segmentation0
Adaptive strategy for superpixel-based region-growing image segmentation0
Deep Learning for Medical Image Segmentation0
An Active Contour Model Driven By the Hybrid Signed Pressure Function0
Iris recognition in cases of eye pathology0
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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