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
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic SegmentationCode0
Clean Label Disentangling for Medical Image Segmentation with Noisy LabelsCode0
Negligible effect of brain MRI data preprocessing for tumor segmentationCode0
Segmentation by registration-enabled SAM prompt engineering using five reference imagesCode0
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image SegmentationCode0
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image SegmentationCode0
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image SegmentationCode0
Do Neural Networks for Segmentation Understand Insideness?Code0
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputsCode0
Domain Generalization with Fourier Transform and Soft ThresholdingCode0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging DataCode0
LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion ModelsCode0
Segmentation of Drosophila Heart in Optical Coherence Microscopy Images Using Convolutional Neural NetworksCode0
Neural networks for topology optimizationCode0
Zero-Shot Segmentation of Eye Features Using the Segment Anything Model (SAM)Code0
Neural Networks with Divisive normalization for image segmentation with application in cityscapes datasetCode0
VerSe: Integrating Multiple Queries as Prompts for Versatile Cardiac MRI SegmentationCode0
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon GlandsCode0
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problemsCode0
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid SegmentationCode0
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future TrendsCode0
Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segmentCode0
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation PipelinesCode0
NeuroQuantify -- An Image Analysis Software for Detection and Quantification of Neurons and Neurites using Deep LearningCode0
Segmentation of Roots in Soil with U-NetCode0
NeurReg: Neural Registration and Its Application to Image SegmentationCode0
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentationCode0
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image SegmentationCode0
Large Scale Image Segmentation with Structured Loss based Deep Learning for Connectome ReconstructionCode0
Left Ventricle Contouring in Cardiac Images Based on Deep Reinforcement LearningCode0
U-Net-and-a-half: Convolutional network for biomedical image segmentation using multiple expert-driven annotationsCode0
Nighttime sky/cloud image segmentationCode0
Learning With Context Feedback Loop for Robust Medical Image SegmentationCode0
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary NetworksCode0
Learning to "Segment Anything" in Thermal Infrared Images through Knowledge Distillation with a Large Scale Dataset SATIRCode0
Learning To Pay Attention To MistakesCode0
Learning Shape Representation on Sparse Point Clouds for Volumetric Image SegmentationCode0
Learning Semi-Supervised Medical Image Segmentation from Spatial RegistrationCode0
A deep learning classifier for local ancestry inferenceCode0
Automated Design of Deep Learning Methods for Biomedical Image SegmentationCode0
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image SegmentationCode0
Learning Semantic Segmentation with Query Points Supervision on Aerial ImagesCode0
Learning of Image Dehazing Models for Segmentation TasksCode0
Learning Multimodal Volumetric Features for Large-Scale Neuron TracingCode0
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast EchocardiographyCode0
Learning from imperfect training data using a robust loss function: application to brain image segmentationCode0
Domain Generalization via Model-Agnostic Learning of Semantic FeaturesCode0
3D Densely Convolutional Networks for Volumetric SegmentationCode0
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image SegmentationCode0
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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