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 2651–2700 of 5035 papers

TitleStatusHype
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques—0
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer—0
Multi-source adversarial transfer learning for ultrasound image segmentation with limited similarity—0
Multi-source adversarial transfer learning based on similar source domains with local features—0
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images—0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationCode0
Attention Mechanisms in Medical Image Segmentation: A Survey—0
Few-Shot Rotation-Invariant Aerial Image Semantic SegmentationCode0
AIMS: All-Inclusive Multi-Level Segmentation—0
Trustworthy Deep Learning for Medical Image Segmentation—0
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation—0
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning—0
Multi-Modal Mutual Attention and Iterative Interaction for Referring Image Segmentation—0
MMNet: Multi-Mask Network for Referring Image Segmentation—0
Mixup-Privacy: A simple yet effective approach for privacy-preserving segmentation—0
Support Vector Machine Guided Reproducing Kernel Particle Method for Image-Based Modeling of Microstructures—0
Uncertainty-based Detection of Adversarial Attacks in Semantic SegmentationCode0
Bi-VLGM : Bi-Level Class-Severity-Aware Vision-Language Graph Matching for Text Guided Medical Image Segmentation—0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
Image2SSM: Reimagining Statistical Shape Models from Images with Radial Basis Functions—0
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy—0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal Organs Towards Robot-assisted Intubation—0
CM-MaskSD: Cross-Modality Masked Self-Distillation for Referring Image Segmentation—0
An image segmentation algorithm based on multi-scale feature pyramid network—0
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation—0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal OrgansCode0
Annotation-free Audio-Visual Segmentation—0
Fast Submodular Function Maximization—0
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines—0
DopUS-Net: Quality-Aware Robotic Ultrasound Imaging based on Doppler SignalCode0
SCRNet: a Retinex Structure-based Low-light Enhancement Model Guided by Spatial Consistency—0
Learning to Learn Unlearned Feature for Brain Tumor Segmentation—0
Image Segmentation via Probabilistic Graph Matching—0
Towards Generalizable Medical Image Segmentation with Pixel-wise Uncertainty Estimation—0
Knowledge distillation with Segment Anything (SAM) model for Planetary Geological Mapping—0
Multi-Class Segmentation of Heterogeneous Areas in Biomedical and Environmental Images Based on the Assessment of Local Edge Density—0
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation—0
Meta-Learners for Few-Shot Weakly-Supervised Medical Image SegmentationCode0
An Empirical Study on the Robustness of the Segment Anything Model (SAM)—0
Image Segmentation For Improved Lossless Screen Content Compression—0
Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal SegmentationCode0
Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation—0
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching—0
MAF-Net: Multiple attention-guided fusion network for fundus vascular image segmentation—0
BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks—0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A SurveyCode0
Semantic Segmentation using Vision Transformers: A survey—0
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
MASNet: A Robust Deep Marine Animal Segmentation NetworkCode0
Learning Structured Output Representations from Attributes using Deep Conditional Generative Models—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