SOTAVerified

3D Medical Imaging Segmentation

3D medical imaging segmentation is the task of segmenting medical objects of interest from 3D medical imaging.

( Image credit: Elastic Boundary Projection for 3D Medical Image Segmentation )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–41 of 41 papers

TitleStatusHype
Association of genomic subtypes of lower-grade gliomas with shape features automatically extracted by a deep learning algorithmCode0
A New Ensemble Learning Framework for 3D Biomedical Image SegmentationCode0
Elastic Boundary Projection for 3D Medical Image SegmentationCode0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial LearningCode0
AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck AnatomyCode0
Conditional Random Fields as Recurrent Neural Networks for 3D Medical Imaging SegmentationCode0
Pulmonary Artery–Vein Classification in CT Images Using Deep Learning—0
An application of cascaded 3D fully convolutional networks for medical image segmentationCode0
TernaryNet: Faster Deep Model Inference without GPUs for Medical 3D Segmentation using Sparse and Binary ConvolutionsCode0
3D Densely Convolutional Networks for VolumetricSegmentation—0
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext TaskCode0
Spatial Aggregation of Holistically-Nested Convolutional Neural Networks for Automated Pancreas Localization and Segmentation—0
3D fully convolutional networks for subcortical segmentation in MRI: A large-scale studyCode0
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image SegmentationCode0
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion SegmentationCode0
Semantic Context Forests for Learning-Based Knee Cartilage Segmentation in 3D MR ImagesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Holistic-nested CNNDice Score81.3—Unverified
2Multi-class 3D FCNDice Score76.8—Unverified