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 48514900 of 5035 papers

TitleStatusHype
A Client-server Deep Federated Learning for Cross-domain Surgical Image SegmentationCode0
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural NetworksCode0
Fusion Moves for Correlation ClusteringCode0
A Certified Radius-Guided Attack Framework to Image Segmentation ModelsCode0
FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image SegmentationCode0
Fully trainable Gaussian derivative convolutional layerCode0
Referring Image Segmentation via Recurrent Refinement NetworksCode0
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical ImagesCode0
Speeding up Semantic Segmentation for Autonomous DrivingCode0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm InfantsCode0
CDRNet: Accurate Cup-to-Disc Ratio Measurement with Tight Bounding Box Supervision in Fundus Photography Using Deep LearningCode0
Fully-Trainable Deep MatchingCode0
We Care Each Pixel: Calibrating on Medical Segmentation ModelCode0
Full-Resolution Residual Networks for Semantic Segmentation in Street ScenesCode0
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion ModelsCode0
Cross-dimensional transfer learning in medical image segmentation with deep learningCode0
Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial NetworksCode0
SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated LearningCode0
Region growing using superpixels with learned shape prior.Code0
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image SegmentationCode0
Crop and Couple: cardiac image segmentation using interlinked specialist networksCode0
Region-of-interest guided Supervoxel Inpainting for Self-supervisionCode0
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal ImagesCode0
Automatic Report Generation for Histopathology images using pre-trained Vision TransformersCode0
VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with LanguageCode0
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image SegmentationCode0
Reinforcement Learning as a Parsimonious Alternative to Prediction Cascades: A Case Study on Image SegmentationCode0
CRISP: A Framework for Cryo-EM Image Segmentation and Processing with Conditional Random FieldCode0
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image SegmentationCode0
SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image SegmentationCode0
FreeLabel: A Publicly Available Annotation Tool based on Freehand TracesCode0
Free Discontinuity Regression: With an Application to the Economic Effects of Internet ShutdownsCode0
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter ConvolutionCode0
Weighted Intersection over Union (wIoU) for Evaluating Image SegmentationCode0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
Unsupervised Image to Sequence Translation with Canvas-Drawer NetworksCode0
Efficient 3D affinely equivariant CNNs with adaptive fusion of augmented spherical Fourier-Bessel basesCode0
SSHMT: Semi-supervised Hierarchical Merge Tree for Electron Microscopy Image SegmentationCode0
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image SegmentationCode0
FocusNet: An attention-based Fully Convolutional Network for Medical Image SegmentationCode0
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image SegmentationCode0
Cost-Effective Active Learning for Melanoma SegmentationCode0
SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging SegmentationCode0
Core-Set Selection for Data-efficient Land Cover SegmentationCode0
Stacked U-Nets: A No-Frills Approach to Natural Image SegmentationCode0
Focused Proofreading: Efficiently Extracting Connectomes from Segmented EM ImagesCode0
Translated Skip Connections -- Expanding the Receptive Fields of Fully Convolutional Neural NetworksCode0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative StudyCode0
ConvUNeXt: An efficient convolution neural network for medical image segmentationCode0
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical ImagesCode0
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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