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 2401–2450 of 5035 papers

TitleStatusHype
Interactive Deep Refinement Network for Medical Image Segmentation—0
Deceiving End-to-End Deep Learning Malware Detectors using Adversarial Examples—0
Learning Instance-Specific Adaptation for Cross-Domain Segmentation—0
Learning Object Interactions and Descriptions for Semantic Image Segmentation—0
Learning Semantic Associations for Mirror Detection—0
A multilevel thresholding algorithm using Electromagnetism Optimization—0
Non-Local Context Encoder: Robust Biomedical Image Segmentation against Adversarial Attacks—0
Learning Discriminators as Energy Networks in Adversarial Learning—0
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin—0
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images—0
Learning Cross-Modal Deep Representations for Multi-Modal MR Image Segmentation—0
Learning Disentangled Representations of Satellite Image Time Series—0
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation—0
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation—0
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion—0
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines—0
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner—0
Automated Resolution Selection for Image Segmentation—0
Instance Segmentation XXL-CT Challenge of a Historic Airplane—0
Instance segmentation with the number of clusters incorporated in embedding learning—0
Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study—0
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation—0
Instance Segmentation of Unlabeled Modalities via Cyclic Segmentation GAN—0
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images—0
Instance Segmentation of Scene Sketches Using Natural Image Priors—0
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle—0
Intelligent image synthesis to attack a segmentation CNN using adversarial learning—0
Automated Segmentation and Analysis of Microscopy Images of Laser Powder Bed Fusion Melt Tracks—0
Interactive Binary Image Segmentation with Edge Preservation—0
Interactive Boundary Prediction for Object Selection—0
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation—0
Instance-guided Cartoon Editing with a Large-scale Dataset—0
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data—0
Interactive Image Segmentation Using Constrained Dominant Sets—0
Interactive Image Segmentation using Label Propagation through Complex Networks—0
Interactive Image Segmentation via Backpropagating Refinement Scheme—0
Learning-Based Keypoint Registration for Fetoscopic Mosaicking—0
Learning from Partial Label Proportions for Whole Slide Image Segmentation—0
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images—0
Interactive Image Selection and Training for Brain Tumor Segmentation Network—0
Learning Confident Classifiers in the Presence of Label Noise—0
Data variation-aware medical image segmentation—0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning—0
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network—0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?—0
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection—0
Learning Better Registration to Learn Better Few-Shot Medical Image Segmentation: Authenticity, Diversity, and Robustness—0
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization—0
Interactive Segmentation on RGBD Images via Cue Selection—0
Informing selection of performance metrics for medical image segmentation evaluation using configurable synthetic errors—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