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 12011250 of 5035 papers

TitleStatusHype
Conditional Random Fields as Recurrent Neural NetworksCode0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image SegmentationCode0
MoDA: Leveraging Motion Priors from Videos for Advancing Unsupervised Domain Adaptation in Semantic SegmentationCode0
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUsCode0
MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image SegmentationCode0
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image SegmentationCode0
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalizationCode0
Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations predictionCode0
A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation SystemsCode0
MLP-GAN for Brain Vessel Image SegmentationCode0
Multi-label Cloud Segmentation Using a Deep NetworkCode0
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep LearningCode0
Comprehensive Multi-Modal Interactions for Referring Image SegmentationCode0
A segmentation method of airway from chest CT image based on Vgg-Unet neural networkCode0
Compositional Segmentation of Cardiac Images Leveraging MetadataCode0
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion SegmentationCode0
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited LabelsCode0
Microstructural segmentation using a union of attention guided U-Net models with different color transformed imagesCode0
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient SupervisionCode0
Microscopy Image Segmentation via Point and Shape Regularized Data SynthesisCode0
Competing for pixels: a self-play algorithm for weakly-supervised segmentationCode0
Mimic and Fool: A Task Agnostic Adversarial AttackCode0
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ SegmentationCode0
Meta-Learning Initializations for Image SegmentationCode0
Meta-Learners for Few-Shot Weakly-Supervised Medical Image SegmentationCode0
MELAGE: A purely python based Neuroimaging software (Neonatal)Code0
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing TransformerCode0
Memory-efficient Segmentation of High-resolution Volumetric MicroCT ImagesCode0
Combo Loss: Handling Input and Output Imbalance in Multi-Organ SegmentationCode0
A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentationCode0
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image SegmentationCode0
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image SegmentationCode0
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-trainingCode0
Medical Image Segmentation Using Deep Learning: A SurveyCode0
Medical Image Segmentation Using Directional Window AttentionCode0
MedAI: Transparency in Medical Image SegmentationCode0
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image SegmentationCode0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
Color-Quality Invariance for Robust Medical Image SegmentationCode0
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image SegmentationCode0
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
MBIS: Multivariate Bayesian Image Segmentation ToolCode0
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
MASNet: A Robust Deep Marine Animal Segmentation NetworkCode0
[MASK] is All You NeedCode0
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical KnowledgeCode0
Coarse-to-Fine Lifted MAP Inference in Computer VisionCode0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
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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