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 44014450 of 5035 papers

TitleStatusHype
Learning Aerial Image Segmentation from Online MapsCode0
Classification With an Edge: Improving Semantic Image Segmentation with Boundary DetectionCode0
Nonlinear Markov Random Fields Learned via BackpropagationCode0
CFR-ICL: Cascade-Forward Refinement with Iterative Click Loss for Interactive Image SegmentationCode0
Accelerated Inference in Markov Random Fields via Smooth Riemannian OptimizationCode0
Segmenting Medical Images with Limited DataCode0
Segmenting Medical MRI via Recurrent Decoding CellCode0
Segmenting two-dimensional structures with strided tensor networksCode0
Domain-Adversarial Learning for Multi-Centre, Multi-Vendor, and Multi-Disease Cardiac MR Image SegmentationCode0
No-Service Rail Surface Defect Segmentation via Normalized Attention and Dual-scale InteractionCode0
Domain Adaptive Sim-to-Real Segmentation of Oropharyngeal OrgansCode0
AFFSegNet: Adaptive Feature Fusion Segmentation Network for Microtumors and Multi-Organ SegmentationCode0
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D ImagesCode0
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRICode0
Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-TrainingCode0
CFCM: Segmentation via Coarse to Fine Context MemoryCode0
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen DatasetsCode0
Assessing Test-time Variability for Interactive 3D Medical Image Segmentation with Diverse Point PromptsCode0
Large-scale image segmentation based on distributed clustering algorithmsCode0
Does a Rising Tide Lift All Boats? Bias Mitigation for AI-based CMR SegmentationCode0
Large-Scale Electron Microscopy Image Segmentation in SparkCode0
DLTK: State of the Art Reference Implementations for Deep Learning on Medical ImagesCode0
Victoria Amazonica Optimization (VAO): An Algorithm Inspired by the Giant Water Lily PlantCode0
Certification of Deep Learning Models for Medical Image SegmentationCode0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
A deep learning approach to segmentation of the developing cortex in fetal brain MRI with minimal manual labelingCode0
Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic PerspectiveCode0
Laplacian Segmentation Networks Improve Epistemic Uncertainty QuantificationCode0
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUsCode0
Distributing Deep Learning Hyperparameter Tuning for 3D Medical Image SegmentationCode0
The Importance of Skip Connections in Biomedical Image SegmentationCode0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image SegmentationCode0
Language-Based Image Editing with Recurrent Attentive ModelsCode0
LAMP: Large Deep Nets with Automated Model Parallelism for Image SegmentationCode0
Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled DataCode0
Selective Information Passing for MR/CT Image SegmentationCode0
Central object segmentation by deep learning for fruits and other roundish objectsCode0
Distilling Ensemble of Explanations for Weakly-Supervised Pre-Training of Image Segmentation ModelsCode0
Center Smoothing: Certified Robustness for Networks with Structured OutputsCode0
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image SegmentationCode0
LadderNet: Multi-path networks based on U-Net for medical image segmentationCode0
LACFormer: Toward accurate and efficient polyp segmentationCode0
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural NetworksCode0
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor SegmentationCode0
CE-Net: Context Encoder Network for 2D Medical Image SegmentationCode0
One-shot and Partially-Supervised Cell Image Segmentation Using Small Visual PromptCode0
One-shot Joint Extraction, Registration and Segmentation of Neuroimaging DataCode0
Label Refinement Network from Synthetic Error Augmentation for Medical Image SegmentationCode0
Kvasir-SEG: A Segmented Polyp DatasetCode0
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image SegmentationCode0
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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