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 45014550 of 5035 papers

TitleStatusHype
Dilated Convolutions with Lateral Inhibitions for Semantic Image SegmentationCode0
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentationCode0
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine SegmentationCode0
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN ImagesCode0
DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion ModelCode0
View-Consistent Hierarchical 3D Segmentation Using Ultrametric Feature FieldsCode0
Optimizing Medical Image Segmentation with Advanced Decoder DesignCode0
A segmentation method of airway from chest CT image based on Vgg-Unet neural networkCode0
Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory & PracticeCode0
Intracranial Hemorrhage Segmentation Using Deep Convolutional ModelCode0
CBAR‑UNet: A novel methodology for segmentation of cardiac magnetic resonance images using block attention‑based deep residual neural networkCode0
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy ImagesCode0
CATS v2: Hybrid encoders for robust medical segmentationCode0
Weakly supervised segmentation of intracranial aneurysms using a novel 3D focal modulation UNetCode0
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural NetworksCode0
Orthogonal Ensemble Networks for Biomedical Image SegmentationCode0
Differentially private federated deep learning for multi-site medical image segmentationCode0
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature UpsamplingCode0
UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTMCode0
AquaSAM: Underwater Image Foreground SegmentationCode0
ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of ThoughtsCode0
DFEN: Dual Feature Equalization Network for Medical Image SegmentationCode0
Semantically Meaningful Class Prototype Learning for One-Shot Image Semantic SegmentationCode0
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image SegmentationCode0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple SclerosisCode0
Semantic Binary Segmentation using Convolutional Networks without DecodersCode0
Approximate Decomposable Submodular Function Minimization for Cardinality-Based ComponentsCode0
ViG-UNet: Vision Graph Neural Networks for Medical Image SegmentationCode0
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy DataCode0
CATALOG: A Camera Trap Language-guided Contrastive Learning ModelCode0
Semantic Image Segmentation via Deep Parsing NetworkCode0
Development of RLK-Unet: a clinically favorable deep learning algorithm for brain metastasis detection and treatment response assessmentCode0
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded SystemsCode0
Inter- and intra-uncertainty based feature aggregation model for semi-supervised histopathology image segmentationCode0
Interactive Learning for Semantic Segmentation in Earth ObservationCode0
TK-Mamba: Marrying KAN with Mamba for Text-Driven 3D Medical Image SegmentationCode0
Interactive Image Segmentation With Latent DiversityCode0
Interactive Image Segmentation With First Click AttentionCode0
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on AttentionCode0
Interactive Image Segmentation with Cross-Modality Vision TransformersCode0
Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT SegmentationCode0
Detection and Localization of Drosophila Egg Chambers in Microscopy Images.Code0
Semantic Projection Network for Zero- and Few-Label Semantic SegmentationCode0
TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image SegmentationCode0
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium SegmentationCode0
Dense Transformer NetworksCode0
UNI-EM: An Environment for Deep Neural Network-Based Automated Segmentation of Neuronal Electron Microscopic ImagesCode0
Semantic Segmentation for Urban-Scene ImagesCode0
Semantic Segmentation from Image Labels by Reconstruction from Structured DecompositionCode0
Token Sparsification for Faster Medical Image 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