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 2451–2500 of 5035 papers

TitleStatusHype
H²O: Heatmap by Hierarchical OcclusionCode0
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries—0
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle—0
Domain Generalization with Fourier Transform and Soft ThresholdingCode0
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation—0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels—0
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images—0
Segment Anything Model for Brain Tumor Segmentation—0
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement—0
MELAGE: A purely python based Neuroimaging software (Neonatal)Code0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation—0
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation—0
Multi-dimensional Fusion and Consistency for Semi-supervised Medical Image Segmentation—0
Medical Image Segmentation with Belief Function Theory and Deep Learning—0
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing—0
Learning Semantic Segmentation with Query Points Supervision on Aerial ImagesCode0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel SegmentationCode0
Lung Diseases Image Segmentation using Faster R-CNNs—0
Visual Material Characteristics Learning for Circular HealthcareCode0
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image SegmentationCode0
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion ModelsCode0
AMLP:Adaptive Masking Lesion Patches for Self-supervised Medical Image Segmentation—0
Grouping Boundary Proposals for Fast Interactive Image Segmentation—0
Towards Comparable Knowledge Distillation in Semantic Image Segmentation—0
TSI-Net: A Timing Sequence Image Segmentation Network for Intracranial Artery Segmentation in Digital Subtraction Angiography—0
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data—0
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalizationCode0
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images—0
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image SegmentationCode0
Unsupervised bias discovery in medical image segmentationCode0
Shape of my heart: Cardiac models through learned signed distance functions—0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image SegmentationCode0
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation—0
Software multiplataforma para a segmentação de vasos sanguíneos em imagens da retina—0
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy DataCode0
Pseudo-Boolean Polynomials Approach To Edge Detection And Image Segmentation—0
Abdominal Multi-Organ Segmentation Based on Feature Pyramid Network and Spatial Recurrent Neural Network—0
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance—0
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation—0
Multilayer Multiset Neuronal Networks -- MMNNs—0
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationCode0
Superpixels algorithms through network community detectionCode0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars—0
Enhancing Bloodstain Analysis Through AI-Based Segmentation: Leveraging Segment Anything Model for Crime Scene InvestigationCode0
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay—0
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation—0
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation—0
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation—0
Panoptic-Depth Color Map for Combination of Depth and Image Segmentation—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