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 43014350 of 5035 papers

TitleStatusHype
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image SegmentationCode0
SegFlow: Joint Learning for Video Object Segmentation and Optical FlowCode0
Multi-scale Cascaded Large-Model for Whole-body ROI SegmentationCode0
Dynamic Open Vocabulary Enhanced Safe-landing with Intelligence (DOVESEI)Code0
Multiscale Combinatorial Grouping for Image Segmentation and Object Proposal GenerationCode0
Dynamic Linear Transformer for 3D Biomedical Image SegmentationCode0
Weakly supervised image segmentation for defect-based grading of fresh produceCode0
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architectureCode0
Multi-scale self-guided attention for medical image segmentationCode0
Lightweight integration of 3D features to improve 2D image segmentationCode0
Biomedical SAM 2: Segment Anything in Biomedical Images and VideosCode0
Weakly Supervised Intracranial Hemorrhage Segmentation using Head-Wise Gradient-Infused Self-Attention Maps from a Swin Transformer in Categorical LearningCode0
SegKAN: High-Resolution Medical Image Segmentation with Long-Distance DependenciesCode0
Knowledge-Guided Prompt Learning for Lifespan Brain MR Image SegmentationCode0
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentationCode0
Coarse-to-Fine Lifted MAP Inference in Computer VisionCode0
Multispectral Image Segmentation in Agriculture: A Comprehensive Study on Fusion ApproachesCode0
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning ConventionsCode0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth AnalysisCode0
Uncertainty Quantification using Variational Inference for Biomedical Image SegmentationCode0
CNN-based Segmentation of Medical Imaging DataCode0
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape DescriptorCode0
Multi-Task Attention-Based Semi-Supervised Learning for Medical Image SegmentationCode0
DuEDL: Dual-Branch Evidential Deep Learning for Scribble-Supervised Medical Image SegmentationCode0
Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image SegmentationCode0
Volumetric medical image segmentation through dual self-distillation in U-shaped networksCode0
Segmentation Style Discovery: Application to Skin Lesion ImagesCode0
Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image SegmentationCode0
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive LearningCode0
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical ImageCode0
Dual Encoder Fusion U-Net (DEFU-Net) for Cross-manufacturer Chest X-ray SegmentationCode0
CMF: Cascaded Multi-model Fusion for Referring Image SegmentationCode0
Leveraging Self-supervised Denoising for Image SegmentationCode0
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image SegmentationCode0
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted MulticutsCode0
CloudSegNet: A Deep Network for Nychthemeron Cloud Image SegmentationCode0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
Uncertainty Quantified Deep Learning and Regression Analysis Framework for Image Segmentation of Skin Cancer LesionsCode0
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps SegmentationCode0
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image SegmentationCode0
Double-well Net for Image SegmentationCode0
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous DrivingCode0
Mutual Query Network for Multi-Modal Product Image SegmentationCode0
Test Time Training for 4D Medical Image InterpolationCode0
ZECO: ZeroFusion Guided 3D MRI Conditional GenerationCode0
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI SegmentationCode0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-PriorsCode0
Leveraging CAM Algorithms for Explaining Medical Semantic SegmentationCode0
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical ImagesCode0
DopUS-Net: Quality-Aware Robotic Ultrasound Imaging based on Doppler SignalCode0
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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