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 43514400 of 5035 papers

TitleStatusHype
Recent progress in semantic image segmentation0
Mask Editor : an Image Annotation Tool for Image Segmentation TasksCode0
A Time Series Graph Cut Image Segmentation Scheme for Liver Tumors0
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction0
Unbiasing Semantic Segmentation For Robot Perception using Synthetic Data Feature Transfer0
Interactive Binary Image Segmentation with Edge Preservation0
Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks0
Content-based Propagation of User Markings for Interactive Segmentation of Patterned ImagesCode0
YouTube-VOS: A Large-Scale Video Object Segmentation Benchmark0
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach0
Fewer is More: Image Segmentation Based Weakly Supervised Object Detection with Partial Aggregation0
Iris recognition in cases of eye pathology0
Image Segmentation with Pseudo-marginal MCMC Sampling and Nonparametric Shape Priors0
Iris Recognition with a Database of Iris Images Obtained in Visible Light Using Smartphone Camera0
Cataract influence on iris recognition performance0
Interactive Boundary Prediction for Object Selection0
Key-Word-Aware Network for Referring Expression Image Segmentation0
Multi-Scale Context Intertwining for Semantic Segmentation0
A Simplified Approach to Deep Learning for Image Segmentation0
Understanding Neural Pathways in Zebrafish through Deep Learning and High Resolution Electron Microscope Data0
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes0
Group-Representative Functional Network Estimation from Multi-Subject fMRI Data via MRF-based Image Segmentation0
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approachCode0
A Brief Survey and an Application of Semantic Image Segmentation for Autonomous Driving0
Segmentation of Microscopy Data for finding Nuclei in Divergent Images0
Concept Mask: Large-Scale Segmentation from Semantic Concepts0
Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation0
Unsupervised learning of foreground object detection0
NFFT meets Krylov methods: Fast matrix-vector products for the graph Laplacian of fully connected networks0
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos0
An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation0
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI0
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation0
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation0
A Restricted-Domain Dual Formulation for Two-Phase Image Segmentation0
A multi-contrast MRI approach to thalamus segmentationCode0
Linkage between piecewise constant Mumford-Shah model and ROF model and its virtue in image segmentation0
Face Mask Extraction in Video Sequence0
Feature Fusion through Multitask CNN for Large-scale Remote Sensing Image Segmentation0
Skin Lesion Segmentation Using Atrous Convolution via DeepLab v30
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net0
Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks0
Automatically Designing CNN Architectures for Medical Image Segmentation0
Cross Pixel Optical Flow Similarity for Self-Supervised Learning0
Near Real-time Hippocampus Segmentation Using Patch-based Canonical Neural Network0
Learning to Segment Medical Images with Scribble-Supervision Alone0
Prostate Segmentation using 2D Bridged U-net0
Data-Driven Segmentation of Post-mortem Iris Images0
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations0
Efficient identification, localization and quantification of grapevine inflorescences in unprepared field images using Fully Convolutional Networks0
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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