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 1951–2000 of 5035 papers

TitleStatusHype
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks—0
DPANET:Dual Pooling Attention Network for Semantic Segmentation—0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression—0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning—0
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis—0
From Active Contours to Minimal Geodesic Paths: New Solutions to Active Contours Problems by Eikonal Equations—0
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation—0
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images—0
Double Similarity Distillation for Semantic Image Segmentation—0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors—0
From Explanations to Segmentation: Using Explainable AI for Image Segmentation—0
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels—0
End-to-End Boundary Aware Networks for Medical Image Segmentation—0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation—0
Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation—0
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures—0
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation—0
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework—0
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation—0
Compositionally Equivariant Representation Learning—0
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation—0
Fully Automated Organ Segmentation in Male Pelvic CT Images—0
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation—0
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model—0
HRFNet: High-Resolution Forgery Network for Localizing Satellite Image Manipulation—0
Fully Connected Deep Structured Networks—0
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers—0
Fully Convolutional Neural Networks for Crowd Segmentation—0
Fully Hyperbolic Convolutional Neural Networks—0
Comprehensive Pathological Image Segmentation via Teacher Aggregation for Tumor Microenvironment Analysis—0
Comprehensive Validation of Automated Whole Body Skeletal Muscle, Adipose Tissue, and Bone Segmentation from 3D CT images for Body Composition Analysis: Towards Extended Body Composition—0
Fully Transformer Networks for Semantic Image Segmentation—0
Don't ignore Dropout in Fully Convolutional Networks—0
A Divide-and-Conquer Approach towards Understanding Deep Networks—0
How Well Can Vision Language Models See Image Details?—0
Dominant Sets for "Constrained" Image Segmentation—0
An evaluation of U-Net in Renal Structure Segmentation—0
Domain-stratified Training for Cross-organ and Cross-scanner Adenocarcinoma Segmentation in the COSAS 2024 Challenge—0
Fusion Based Holistic Road Scene Understanding—0
Fusion from Decomposition: A Self-Supervised Approach for Image Fusion and Beyond—0
A Neural Markovian Multiresolution Image Labeling Algorithm—0
Domain-incremental Cardiac Image Segmentation with Style-oriented Replay and Domain-sensitive Feature Whitening—0
A neuromorphic approach to image processing and machine vision—0
Fusion of Image Segmentation Algorithms using Consensus Clustering—0
How precise are performance estimates for typical medical image segmentation tasks?—0
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation—0
Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures—0
Fuzzy Clustering Based Segmentation Of Vertebrae in T1-Weighted Spinal MR Images—0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation—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