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 15511600 of 5035 papers

TitleStatusHype
Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point PromptsCode0
PICS in Pics: Physics Informed Contour Selection for Rapid Image Segmentation0
Robust semi-supervised segmentation with timestep ensembling diffusion models0
Pruning random resistive memory for optimizing analogue AI0
Osteoporosis Prediction from Hand and Wrist X-rays using Image Segmentation and Self-Supervised Learning0
FDNet: Feature Decoupled Segmentation Network for Tooth CBCT Image0
IODeep: an IOD for the introduction of deep learning in the DICOM standardCode0
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images0
Efficient Segmentation with Texture in Ore Images Based on Box-supervised ApproachCode0
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation0
Automatic Report Generation for Histopathology images using pre-trained Vision TransformersCode0
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks0
Single-shot Tomography of Discrete Dynamic ObjectsCode0
SAMVG: A Multi-stage Image Vectorization Model with the Segment-Anything Model0
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image SegmentationCode1
Are foundation models efficient for medical image segmentation?0
Lidar Annotation Is All You NeedCode1
Multiclass Segmentation using Teeth Attention Modules for Dental X-ray Images0
Truly Scale-Equivariant Deep Nets with Fourier LayersCode0
SegGen: Supercharging Segmentation Models with Text2Mask and Mask2Img Synthesis0
Masking Hyperspectral Imaging Data with Pretrained ModelsCode0
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image SegmentationCode0
PotholeGuard: A Pothole Detection Approach by Point Cloud Semantic Segmentation0
Adapting Segment Anything Model (SAM) through Prompt-based Learning for Enhanced Protein Identification in Cryo-EM MicrographsCode1
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound ScalingCode1
Using DUCK-Net for Polyp Image SegmentationCode1
Medical Image Segmentation with Domain Adaptation: A SurveyCode2
Hybrid-Fusion Transformer for Multisequence MRICode0
Augmentation is AUtO-Net: Augmentation-Driven Contrastive Multiview Learning for Medical Image Segmentation0
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts0
SDF4CHD: Generative Modeling of Cardiac Anatomies with Congenital Heart Defects0
LLaVA-Interactive: An All-in-One Demo for Image Chat, Segmentation, Generation and EditingCode4
Continual atlas-based segmentation of prostate MRICode1
View Classification and Object Detection in Cardiac Ultrasound to Localize Valves via Deep Learning0
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image SegmentationCode1
Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI0
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) DecoderCode1
Promise:Prompt-driven 3D Medical Image Segmentation Using Pretrained Image Foundation ModelsCode1
Intelligent Breast Cancer Diagnosis with Heuristic-assisted Trans-Res-U-Net and Multiscale DenseNet using Mammogram Images0
CARIS: Context-Augmented Referring Image SegmentationCode1
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation0
Text Augmented Spatial-aware Zero-shot Referring Image Segmentation0
SynergyNet: Bridging the Gap between Discrete and Continuous Representations for Precise Medical Image Segmentation0
Task-driven Prompt Evolution for Foundation Models0
Enhancing sea ice segmentation in Sentinel-1 images with atrous convolutionsCode1
Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls0
Uncertainty-weighted Loss Functions for Improved Adversarial Attacks on Semantic SegmentationCode0
Using Diffusion Models to Generate Synthetic Labelled Data for Medical Image SegmentationCode1
Trust, but Verify: Robust Image Segmentation using Deep Learning0
Robust Source-Free Domain Adaptation for Fundus Image SegmentationCode1
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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