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

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Showing 4301–4350 of 5035 papers

TitleStatusHype
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features—0
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation—0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-PriorsCode0
On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent—0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training—0
Phase Collaborative Network for Two-Phase Medical Image Segmentation—0
CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss—0
Foreground Clustering for Joint Segmentation and Localization in Videos and Images—0
Chan-Vese Reformulation for Selective Image Segmentation—0
Marginal Weighted Maximum Log-likelihood for Efficient Learning of Perturb-and-Map models—0
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks—0
DSCnet: Replicating Lidar Point Clouds with Deep Sensor Cloning—0
Automatic Brain Structures Segmentation Using Deep Residual Dilated U-Net—0
Deep Learning Approach for Building Detection in Satellite Multispectral Imagery—0
The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features—0
Validating Hyperspectral Image SegmentationCode0
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary NetworksCode0
Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures—0
Deep feature transfer between localization and segmentation tasks—0
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scansCode0
Consistent estimation of the max-flow problem: Towards unsupervised image segmentation—0
Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks—0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial LearningCode0
Accelerated Inference in Markov Random Fields via Smooth Riemannian OptimizationCode0
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation—0
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume ImagesCode0
Saliency guided deep network for weakly-supervised image segmentation—0
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentationCode0
LadderNet: Multi-path networks based on U-Net for medical image segmentationCode0
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground TruthCode0
A Novel Extension to Fuzzy Connectivity for Body Composition Analysis: Applications in Thigh, Brain, and Whole Body Tissue Segmentation—0
A Gentle Introduction to Deep Learning in Medical Image Processing—0
A Novel Domain Adaptation Framework for Medical Image Segmentation—0
Image Segmentation using Unsupervised Watershed Algorithm with an Over-segmentation Reduction Technique—0
Light-Weight RefineNet for Real-Time Semantic SegmentationCode0
Deep Geodesic Learning for Segmentation and Anatomical Landmarking—0
Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime—0
PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation—0
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?—0
Learning Discriminators as Energy Networks in Adversarial Learning—0
Deep Learning for End-to-End Atrial Fibrillation Recurrence Estimation—0
Multi-Level Contextual Network for Biomedical Image SegmentationCode0
Diagnostics in Semantic Segmentation—0
Image Reconstruction Using Deep Learning—0
Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI—0
Effective Cloud Detection and Segmentation using a Gradient-Based Algorithm for Satellite Imagery; Application to improve PERSIANN-CCS—0
Semantic and structural image segmentation for prosthetic vision—0
Modern Convex Optimization to Medical Image Analysis—0
Unsupervised Image to Sequence Translation with Canvas-Drawer NetworksCode0
Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified