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 13511400 of 5035 papers

TitleStatusHype
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
A Novel Approach for Image Segmentation based on Histograms computed from Hue-dataCode0
Masking Hyperspectral Imaging Data with Pretrained ModelsCode0
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image SegmentationCode0
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor SegmentationCode0
[MASK] is All You NeedCode0
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentationCode0
Calibrating Segmentation Networks with Margin-based Label SmoothingCode0
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principleCode0
Mask Editor : an Image Annotation Tool for Image Segmentation TasksCode0
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion TransformerCode0
Annotation-Efficient Task Guidance for Medical Segment AnythingCode0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
MARVIS: Motion & Geometry Aware Real and Virtual Image SegmentationCode0
MedAI: Transparency in Medical Image SegmentationCode0
BYOCL: Build Your Own Consistent Latent with Hierarchical Representative Latent ClusteringCode0
BuyTheDips: PathLoss for improved topology-preserving deep learning-based image segmentationCode0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area DelineationCode0
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image SegmentationCode0
A Certified Radius-Guided Attack Framework to Image Segmentation ModelsCode0
LymphAtlas- A Unified Multimodal Lymphoma Imaging Repository Delivering AI-Enhanced Diagnostic InsightCode0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image SegmentationCode0
Lung segmentation with NASNet-Large-Decoder NetCode0
LVPNet: A Latent-variable-based Prediction-driven End-to-end Framework for Lossless Compression of Medical ImagesCode0
Level set image segmentation with velocity term learned from data with applications to lung nodule segmentationCode0
3D Medical Image Segmentation based on multi-scale MPU-NetCode0
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and VectorsCode0
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image SegmentationCode0
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image SegmentationCode0
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical AnalysisCode0
CDRNet: Accurate Cup-to-Disc Ratio Measurement with Tight Bounding Box Supervision in Fundus Photography Using Deep LearningCode0
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier ExtensionsCode0
Localized Adaptive Risk ControlCode0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth AnalysisCode0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel SegmentationCode0
Localized Super Resolution for Foreground Images using U-Net and MR-CNNCode0
An Image Segmentation Model with Transformed Total VariationCode0
LiteSeg: A Novel Lightweight ConvNet for Semantic SegmentationCode0
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image SegmentationCode0
Box Supervised Video Segmentation Proposal NetworkCode0
Light-Weight RefineNet for Real-Time Semantic SegmentationCode0
Lightweight integration of 3D features to improve 2D image segmentationCode0
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result FusionCode0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTsCode0
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image SegmentationCode0
More complex encoder is not all you needCode0
Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI SegmentationCode0
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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