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 2901–2950 of 5035 papers

TitleStatusHype
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image SegmentationCode1
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image SegmentationCode1
From Explanations to Segmentation: Using Explainable AI for Image Segmentation—0
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical ImagesCode2
3D Visualization and Spatial Data Mining for Analysis of LULC Images—0
Möbius Convolutions for Spherical CNNsCode1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image SegmentationCode1
An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels SegmentationCode1
DocSegTr: An Instance-Level End-to-End Document Image Segmentation TransformerCode1
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers—0
Auto-Compressing Subset Pruning for Semantic Image SegmentationCode1
Class-Aware Adversarial Transformers for Medical Image Segmentation—0
Improving segmentation of calcified and non-calcified plaques on CCTA-CPR scans via masking of the artery wall—0
Do Neural Networks for Segmentation Understand Insideness?Code0
Winograd Convolution for Deep Neural Networks: Efficient Point Selection—0
Transformers in Medical Imaging: A SurveyCode3
MISeval: a Metric Library for Medical Image Segmentation EvaluationCode1
How to scale hyperparameters for quickshift image segmentationCode0
Topological Signal Processing over Generalized Cell Complexes—0
SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentationCode1
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image SegmentationCode1
Improving Across-Dataset Brain Tissue Segmentation Using TransformerCode1
Classroom Slide Narration System—0
Contrastive and Selective Hidden Embeddings for Medical Image SegmentationCode0
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing ImageryCode1
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
Contrastive Pretraining for Echocardiography Segmentation with Limited DataCode1
ViTBIS: Vision Transformer for Biomedical Image Segmentation—0
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations—0
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data—0
Language-driven Semantic SegmentationCode2
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient—0
A Baseline Statistical Method For Robust User-Assisted Multiple SegmentationCode0
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing dataCode1
GPU-Net: Lightweight U-Net with more diverse featuresCode1
Effect of Prior-based Losses on Segmentation Performance: A BenchmarkCode1
Tackling the Class Imbalance Problem of Deep Learning Based Head and Neck Organ SegmentationCode0
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI ImagesCode2
D-Former: A U-shaped Dilated Transformer for 3D Medical Image SegmentationCode1
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation—0
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic ImagesCode1
Learning Semantic Associations for Mirror Detection—0
ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-High Resolution SegmentationCode1
FocusCut: Diving Into a Focus View in Interactive SegmentationCode1
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
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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