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 32013250 of 5035 papers

TitleStatusHype
Anatomy of Domain Shift Impact on U-Net Layers in MRI SegmentationCode1
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation0
Modality specific U-Net variants for biomedical image segmentation: A survey0
Towards Robust General Medical Image SegmentationCode0
Hierarchical Semantic Segmentation using Psychometric Learning0
Image Complexity Guided Network Compression for Biomedical Image Segmentation0
A new smart-cropping pipeline for prostate segmentation using deep learning networks0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps0
Differentially private federated deep learning for multi-site medical image segmentationCode0
fMBN-E: Efficient Unsupervised Network Structure Ensemble and Selection for Clustering0
Label noise in segmentation networks : mitigation must deal with bias0
UTNet: A Hybrid Transformer Architecture for Medical Image SegmentationCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization0
DivergentNets: Medical Image Segmentation by Network EnsembleCode1
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image SegmentationCode1
SinGAN-Seg: Synthetic training data generation for medical image segmentationCode1
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast EchocardiographyCode0
Poisoning the Search Space in Neural Architecture Search0
K-Net: Towards Unified Image SegmentationCode1
Are conditional GANs explicitly conditional?0
Multi-Compound Transformer for Accurate Biomedical Image SegmentationCode1
Residual Moment Loss for Medical Image Segmentation0
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image SegmentationCode1
Attention Toward Neighbors: A Context Aware Framework for High Resolution Image Segmentation0
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image SegmentationCode1
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation0
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene ImagesCode2
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net0
MEAL: Manifold Embedding-based Active Learning0
Large-scale image segmentation based on distributed clustering algorithmsCode0
Improving Multi-Modal Learning with Uni-Modal Teachers0
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation0
Distilling effective supervision for robust medical image segmentation with noisy labels0
Quality-Aware Memory Network for Interactive Volumetric Image SegmentationCode1
More than Encoder: Introducing Transformer Decoder to Upsample0
Bottom-Up Shift and Reasoning for Referring Image SegmentationCode0
Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement ModelingCode1
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation0
Polygonal Building Extraction by Frame Field LearningCode1
How to train your ViT? Data, Augmentation, and Regularization in Vision TransformersCode1
Medical Matting: A New Perspective on Medical Segmentation with UncertaintyCode1
Trilateral Attention Network for Real-time Medical Image Segmentation0
Knowledge distillation from multi-modal to mono-modal segmentation networks0
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation0
A Spiking Neural Network for Image Segmentation0
Input Invex Neural NetworkCode0
Positional Contrastive Learning for Volumetric Medical Image SegmentationCode1
CMF: Cascaded Multi-model Fusion for Referring Image SegmentationCode0
CT Image Synthesis Using Weakly Supervised Segmentation and Geometric Inter-Label Relations For COVID Image Analysis0
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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