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 48014850 of 5035 papers

TitleStatusHype
Curriculum Prompting Foundation Models for Medical Image SegmentationCode0
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image SegmentationCode0
CTS: A Consistency-Based Medical Image Segmentation ModelCode0
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical SegmentationCode0
TransClaw U-Net: Claw U-Net with Transformers for Medical Image SegmentationCode0
Analysis of the performance of U-Net neural networks for the segmentation of living cellsCode0
Generator evaluator-selector net for panoptic image segmentation and splitting unfamiliar objects into partsCode0
WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image SegmentationCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Benchmarking Human and Automated Prompting in the Segment Anything ModelCode0
A simple thinking about the application of the attention mechanism in medical ultrasound image segmentation taskCode0
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain LabelsCode0
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level RegularizationCode0
Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan AfricaCode0
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative LearningCode0
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image SegmentationCode0
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging SegmentationCode0
A Bayesian Approach to Weakly-supervised Laparoscopic Image SegmentationCode0
Generative Adversarial Network for Future Hand Segmentation from Egocentric VideoCode0
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scansCode0
Generalizing Segmentation Foundation Model Under Sim-to-real Domain-shift for Guidewire Segmentation in X-ray FluoroscopyCode0
Transfer Learning in Polyp and Endoscopic Tool Segmentation from Colonoscopy ImagesCode0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal MechanismsCode0
A Weighted Difference of Anisotropic and Isotropic Total Variation for Relaxed Mumford-Shah Color and Multiphase Image SegmentationCode0
Realistic Image Normalization for Multi-Domain SegmentationCode0
Cross-modal tumor segmentation using generative blending augmentation and self trainingCode0
Spatially Adaptive Computation Time for Residual NetworksCode0
Cross-Modal Self-Attention Network for Referring Image SegmentationCode0
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image SegmentationCode0
Active Diffusion and VCA-Assisted Image Segmentation of Hyperspectral ImagesCode0
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image SegmentationCode0
A Baseline Statistical Method For Robust User-Assisted Multiple SegmentationCode0
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image SegmentationCode0
Analysis of Information Flow Through U-NetsCode0
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image SegmentationCode0
Gated-SCNN: Gated Shape CNNs for Semantic SegmentationCode0
Transformer-based Annotation Bias-aware Medical Image SegmentationCode0
Transformer based Generative Adversarial Network for Liver SegmentationCode0
Membership Inference Attacks are Easier on Difficult ProblemsCode0
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ SegmentationCode0
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video SegmentationCode0
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal ConvolutionsCode0
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomicsCode0
Recurrent Multimodal Interaction for Referring Image SegmentationCode0
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image SegmentationCode0
Transformer-based out-of-distribution detection for clinically safe segmentationCode0
Unsupervised Hyperspectral Stimulated Raman Microscopy Image Enhancement: Denoising and Segmentation via One-Shot Deep LearningCode0
Auto-nnU-Net: Towards Automated Medical Image SegmentationCode0
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERTCode0
Red-Teaming Segment Anything ModelCode0
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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