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 29513000 of 5035 papers

TitleStatusHype
Augmenting Convolutional networks with attention-based aggregationCode1
Grounding Linguistic Commands to Navigable RegionsCode0
Omni-Seg: A Single Dynamic Network for Multi-label Renal Pathology Image Segmentation using Partially Labeled DataCode1
A Random Point Initialization Approach to Image Segmentation with Variational Level-sets0
On the relationship between calibrated predictors and unbiased volume estimationCode0
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation0
MOSAIC: Mobile Segmentation via decoding Aggregated Information and encoded ContextCode0
Scaling Open-Vocabulary Image Segmentation with Image-Level LabelsCode0
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual NormalizationCode1
Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation0
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR ImagesCode1
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet0
Mask2Former for Video Instance SegmentationCode2
Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information0
TECM: Transfer Learning-based Evidential C-Means Clustering0
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking ResultsCode0
Image Segmentation Using Text and Image PromptsCode1
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation0
Two-Parameter CFAR Ship Detection Algorithm Based on Rayleigh Distribution in SAR ImagesCode1
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 Warping0
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation0
Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRICode1
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous LabelsCode0
Optimizing Edge Detection for Image Segmentation with Multicut Penalties0
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer0
Shortest Paths in Graphs with Matrix-Valued Edges: Concepts, Algorithm and Application to 3D Multi-Shape AnalysisCode0
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net modelsCode1
Automatic quality control framework for more reliable integration of machine learning-based image segmentation into medical workflows0
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey0
Semantic Segmentation In-the-Wild Without Seeing Any Segmentation Examples0
Diffusion Models for Implicit Image Segmentation EnsemblesCode1
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation0
LAVT: Language-Aware Vision Transformer for Referring Image SegmentationCode1
Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation0
Masked-attention Mask Transformer for Universal Image SegmentationCode2
SegDiff: Image Segmentation with Diffusion Probabilistic ModelsCode1
Coupled Segmentation and Edge Learning via Dynamic Graph Propagation0
CRIS: CLIP-Driven Referring Image SegmentationCode1
Hyperspectral Image Segmentation based on Graph Processing over Multilayer Networks0
Image Segmentation to Identify Safe Landing Zones for Unmanned Aerial Vehicles0
High Quality Segmentation for Ultra High-resolution Images0
Schema matching using Gaussian mixture models with Wasserstein distance0
Sparse Subspace Clustering Friendly Deep Dictionary Learning for Hyperspectral Image Classification0
Label Assistant: A Workflow for Assisted Data Annotation in Image Segmentation Tasks0
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessorCode0
Modeling Annotator Preference and Stochastic Annotation Error for Medical Image SegmentationCode1
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?0
Causality-inspired Single-source Domain Generalization for Medical Image SegmentationCode1
Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation0
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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