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3D Deep Learning on Medical Images: A Review

Italian National Conference on Sensors (INS), 2020

1 April 2020

Balázs Gulyás

Papers citing "3D Deep Learning on Medical Images: A Review"

50 / 68 papers shown

BeeNet: Reconstructing Flower Shapes from Electric Fields using Deep Learning

132

15 Aug 2025

A Survey of Medical Point Cloud Shape Learning: Registration, Reconstruction and Variation

Tongxu Zhang

Zhiming Liang

Bei Wang

150

05 Aug 2025

DeSamba: Decoupled Spectral Adaptive Framework for 3D Multi-Sequence MRI Lesion Classification

294

21 Jul 2025

ArchShapeNet:An Interpretable 3D-CNN Framework for Evaluating Architectural ShapesInternational Journal of Architectural Computing (IJAC), 2025

208

14 Jun 2025

Text2CT: Towards 3D CT Volume Generation from Free-text Descriptions Using Diffusion Model

...

379

07 May 2025

Towards a deep learning approach for classifying treatment response in glioblastomas

240

25 Apr 2025

Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A Systematic Review

321

15 Apr 2025

nnLandmark: A Self-Configuring Method for 3D Medical Landmark Detection

...

Peter Neher

Fabian Isensee

Klaus H. Maier-Hein

370

09 Apr 2025

Towards Patient-Specific Surgical Planning for Bicuspid Aortic Valve Repair: Fully Automated Segmentation of the Aortic Valve in 4D CTIEEE International Symposium on Biomedical Imaging (ISBI), 2025

...

203

17 Feb 2025

Electronic Health Records-Based Data-Driven Diabetes Knowledge Unveiling and Risk Prognosis

339

05 Dec 2024

Hard-Label Black-Box Attacks on 3D Point Clouds

463

30 Nov 2024

Deep Convolutional Neural Networks on Multiclass Classification of Three-Dimensional Brain Images for Parkinson's Disease Stage Prediction

262

31 Oct 2024

Domain-decomposed image classification algorithms using linear discriminant analysis and convolutional neural networks

A. Klawonn

M. Lanser

J. Weber

149

30 Oct 2024

MAISI: Medical AI for Synthetic ImagingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024

Pengfei Guo

Can Zhao

Dong Yang

Ziyue Xu

Vishwesh Nath

...

373

13 Sep 2024

CT-AGRG: Automated Abnormality-Guided Report Generation from 3D Chest CT VolumesIEEE International Symposium on Biomedical Imaging (ISBI), 2024

Theo Di Piazza

615

21 Aug 2024

Improving Lung Cancer Diagnosis and Survival Prediction with Deep Learning and CT ImagingPLoS ONE (PLoS ONE), 2024

Xiawei Wang

James Sharpnack

Thomas C. M. Lee

164

18 Aug 2024

Persistence Image from 3D Medical Image: Superpixel and Optimized Gaussian CoefficientProceedings of SPIE, the International Society for Optical Engineering (SPIE), 2024

Yuankai Huo

288

15 Aug 2024

Greater benefits of deep learning-based computer-aided detection systems for finding small signals in 3D volumetric medical images

206

30 Apr 2024

Emergent Language Symbolic Autoencoder (ELSA) with Weak Supervision to Model Hierarchical Brain Networks

Ammar Ahmed Pallikonda Latheef

Alberto Santamaría-Pang

Craig K. Jones

Haris I. Sair

194

15 Apr 2024

Generative Enhancement for 3D Medical Images

Lu Yuan

434

19 Mar 2024

TNF: Tri-branch Neural Fusion for Multimodal Medical Data Classification

494

04 Mar 2024

A Benchmark Grocery Dataset of Realworld Point Clouds From Single View

Shivanand Venkanna Sheshappanavar

500

12 Feb 2024

Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain

Heng Ji

Srinivasan Parthasarathy

R. Ramnath

360

09 Feb 2024

Predicting Parkinson's disease evolution using deep learning

318

28 Dec 2023

ReSynthDetect: A Fundus Anomaly Detection Network with Reconstruction and Synthetic Features

331

27 Dec 2023

CAManim: Animating end-to-end network activation maps

Alysha L. J. Dingwall-Harvey

404

19 Dec 2023

Review of AlexNet for Medical Image Classification

326

15 Nov 2023

A Survey on Image-text Multimodal Models

Ruifeng Guo

Jingxuan Wei

Linzhuang Sun

Khai-Nguyen Nguyen

Guiyong Chang

Dawei Liu

Sibo Zhang

Zhengbing Yao

Mingjun Xu

Liping Bu

VLM

411

23 Sep 2023

Using deep learning for an automatic detection and classification of the vascular bifurcations along the Circle of Willis

Rafic Nader

Romain Bourcier

F. Autrusseau

186

29 Aug 2023

A One Stop 3D Target Reconstruction and multilevel Segmentation Method

272

14 Aug 2023

Two Approaches to Supervised Image Segmentation

Alexandre Benatti

L. D. F. Costa

414

19 Jul 2023

Transformer-based end-to-end classification of variable-length volumetric dataInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023

331

13 Jul 2023

CDIDN: A Registration Model with High Deformation Impedance Capability for Long-Term Tracking of Pulmonary Lesion Dynamics

260

18 May 2023

Provable Multi-instance Deep AUC Maximization with Stochastic PoolingInternational Conference on Machine Learning (ICML), 2023

Zhi Chen

491

14 May 2023

CT Perfusion is All We Need: 4D CNN Segmentation of Penumbra and Core in Patients With Suspected Ischemic StrokeIEEE Access (IEEE Access), 2023

303

15 Mar 2023

A Domain Decomposition-Based CNN-DNN Architecture for Model Parallel Training Applied to Image Recognition Problems

257

13 Feb 2023

Review of methods for automatic cerebral microbleeds detection

M. Ferlin

Zuzanna Klawikowska

M. Grochowski

Malgorzata Grzywiñska

E. Szurowska

295

31 Jan 2023

Successive Subspace Learning for Cardiac Disease Classification with Two-phase Deformation Fields from Cine MRIIEEE International Symposium on Biomedical Imaging (ISBI), 2023

162

21 Jan 2023

TMS-Net: A Segmentation Network Coupled With A Run-time Quality Control Method For Robust Cardiac Image Segmentation

F. Uslu

Anil A. Bharath

217

21 Dec 2022

Heterogeneous Graph Learning for Multi-modal Medical Data AnalysisAAAI Conference on Artificial Intelligence (AAAI), 2022

466

28 Nov 2022

IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels

304

28 Oct 2022

3D Brain and Heart Volume Generative Models: A SurveyACM Computing Surveys (ACM CSUR), 2022

390

12 Oct 2022

Slice-level Detection of Intracranial Hemorrhage on CT Using Deep Descriptors of Adjacent SlicesSymposium on Software Performance (SP), 2022

Thao T. B. Nguyen

226

05 Aug 2022

Point Cloud Attacks in Graph Spectral Domain: When 3D Geometry Meets Graph Signal ProcessingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

480

27 Jul 2022

Applications of Generative Adversarial Networks in Neuroimaging and Clinical NeuroscienceNeuroImage (NeuroImage), 2022

...

258

14 Jun 2022

Quantum-classical convolutional neural networks in radiological image classificationInternational Conference on Quantum Computing and Engineering (ICQCE), 2022

336

26 Apr 2022

DKMA-ULD: Domain Knowledge augmented Multi-head Attention based Robust Universal Lesion DetectionBritish Machine Vision Conference (BMVC), 2022

200

14 Mar 2022

Exploring the Devil in Graph Spectral Domain for 3D Point Cloud AttacksEuropean Conference on Computer Vision (ECCV), 2022

498

15 Feb 2022

Stain-free Detection of Embryo Polarization using Deep Learning

144

08 Nov 2021

Simulating Realistic MRI variations to Improve Deep Learning model and visual explanations using GradCAM

M. I. Patel

Shrey Singla

Razeem Ahmad Ali Mattathodi

Sumit Sharma

Deepam Gautam

Srinivasa Rao Kundeti

MedIm

171

01 Nov 2021