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 24512475 of 5035 papers

TitleStatusHype
H²O: Heatmap by Hierarchical OcclusionCode0
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries0
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle0
Domain Generalization with Fourier Transform and Soft ThresholdingCode0
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels0
Segment Anything Model for Brain Tumor Segmentation0
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images0
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement0
Multi-dimensional Fusion and Consistency for Semi-supervised Medical Image Segmentation0
Medical Image Segmentation with Belief Function Theory and Deep Learning0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation0
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation0
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing0
MELAGE: A purely python based Neuroimaging software (Neonatal)Code0
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-CNNs0
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 Segmentation0
Grouping Boundary Proposals for Fast Interactive Image Segmentation0
Towards Comparable Knowledge Distillation in Semantic Image Segmentation0
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data0
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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