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 3251–3300 of 5035 papers

TitleStatusHype
From Explanations to Segmentation: Using Explainable AI for Image Segmentation—0
3D Visualization and Spatial Data Mining for Analysis of LULC Images—0
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers—0
Class-Aware Adversarial Transformers for Medical Image Segmentation—0
Do Neural Networks for Segmentation Understand Insideness?Code0
Winograd Convolution for Deep Neural Networks: Efficient Point Selection—0
Improving segmentation of calcified and non-calcified plaques on CCTA-CPR scans via masking of the artery wall—0
How to scale hyperparameters for quickshift image segmentationCode0
Topological Signal Processing over Generalized Cell Complexes—0
Contrastive and Selective Hidden Embeddings for Medical Image SegmentationCode0
Classroom Slide Narration System—0
Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning—0
Superpixel Pre-Segmentation of HER2 Slides for Efficient Annotation—0
A Deep Learning Approach for Semantic Segmentation of Unbalanced Data in Electron Tomography of Catalytic Materials—0
Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning—0
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data—0
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations—0
ViTBIS: Vision Transformer for Biomedical Image Segmentation—0
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient—0
A Baseline Statistical Method For Robust User-Assisted Multiple SegmentationCode0
Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ SegmentationCode0
Learning Semantic Associations for Mirror Detection—0
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation—0
SECP-Net: SE-Connection Pyramid Network of Organ At Risk Segmentation for Nasopharyngeal Carcinoma—0
DAM-AL: Dilated Attention Mechanism with Attention Loss for 3D Infant Brain Image SegmentationCode0
Grounding Linguistic Commands to Navigable RegionsCode0
On the relationship between calibrated predictors and unbiased volume estimationCode0
A Random Point Initialization Approach to Image Segmentation with Variational Level-sets—0
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation—0
MOSAIC: Mobile Segmentation via decoding Aggregated Information and encoded ContextCode0
Scaling Open-Vocabulary Image Segmentation with Image-Level LabelsCode0
Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation—0
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet—0
Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information—0
TECM: Transfer Learning-based Evidential C-Means Clustering—0
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking ResultsCode0
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation—0
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid SegmentationCode0
Structure-Aware Image Segmentation with Homotopy Warping—0
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation—0
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous LabelsCode0
Optimizing Edge Detection for Image Segmentation with Multicut Penalties—0
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer—0
Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape AnalysisCode0
Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows—0
Semantic Segmentation In-the-Wild Without Seeing Any Segmentation Examples—0
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey—0
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation—0
Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation—0
Coupled Segmentation and Edge Learning via Dynamic Graph Propagation—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