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
Learning Semi-Supervised Medical Image Segmentation from Spatial RegistrationCode0
Detection and Localization of Drosophila Egg Chambers in Microscopy Images.Code0
Learning Semantic Segmentation with Query Points Supervision on Aerial ImagesCode0
Learning To Pay Attention To MistakesCode0
Learning from imperfect training data using a robust loss function: application to brain image segmentationCode0
Learning Multimodal Volumetric Features for Large-Scale Neuron TracingCode0
Learning Aerial Image Segmentation from Online MapsCode0
Learning of Image Dehazing Models for Segmentation TasksCode0
Learning With Context Feedback Loop for Robust Medical Image SegmentationCode0
Large-scale image segmentation based on distributed clustering algorithmsCode0
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRICode0
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network AcceleratorsCode0
Laplacian Segmentation Networks Improve Epistemic Uncertainty QuantificationCode0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
Language-Based Image Editing with Recurrent Attentive ModelsCode0
Multiple Light Source Dataset for Colour ResearchCode0
Large-Scale Electron Microscopy Image Segmentation in SparkCode0
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D ImagesCode0
An application of cascaded 3D fully convolutional networks for medical image segmentationCode0
Dense Transformer NetworksCode0
LAMP: Large Deep Nets with Automated Model Parallelism for Image SegmentationCode0
DenseNet approach to segmentation and classification of dermatoscopic skin lesions imagesCode0
LadderNet: Multi-path networks based on U-Net for medical image segmentationCode0
A simple thinking about the application of the attention mechanism in medical ultrasound image segmentation taskCode0
LACFormer: Toward accurate and efficient polyp segmentationCode0
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image SegmentationCode0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTsCode0
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging DataCode0
DenseASPP for Semantic Segmentation in Street ScenesCode0
Neural Networks with Divisive normalization for image segmentation with application in cityscapes datasetCode0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson NoiseCode0
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging SegmentationCode0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-LevelCode0
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image SegmentationCode0
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image SegmentationCode0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered LearningCode0
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image SegmentationCode0
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CTCode0
Kvasir-SEG: A Segmented Polyp DatasetCode0
Analysis of the performance of U-Net neural networks for the segmentation of living cellsCode0
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured OutputsCode0
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image SegmentationCode0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in SegmentationCode0
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationCode0
JOINEDTrans: Prior Guided Multi-task Transformer for Joint Optic Disc/Cup Segmentation and Fovea DetectionCode0
No-Service Rail Surface Defect Segmentation via Normalized Attention and Dual-scale InteractionCode0
Joint segmentation and discontinuity-preserving deformable registration: Application to cardiac cine-MR imagesCode0
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip ArthroplastyCode0
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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