TW
Tonghe Wang
deep learningphysics.med-phDeep LearningImage Processing, Computer-Assistedeess.IVTomography, X-Ray ComputedCone-Beam Computed Tomographycs.CVMRIProstatic Neoplasms
On Valency
published · living versionsW_mghnr9kn·v1 · currentpublished
A radiographic world model for clinical reasoning and evidence generation
with Suyang Xi, Songtao Hu, Shansong Wang, Mojtaba Safari +6
1 version
Preprints & journals
156 papers in the corpus · 2016–2026Three-dimensional deep learning nomogram for post-plan quality assurance in high-dose-rate prostate brachytherapy.42898876 · Beaudry, Joel, Wang, Tonghe, Enger, Shirin A et al.2026 · 0 citationsPhysics and imaging in radiation oncology. 2026;41:101100
A radiographic world model for clinical reasoning and evidence generation2609.07719v1 · Suyang Xi, Songtao Hu, Shansong Wang et al.2026 · 0 citationsarXivon Valency
AI-assisted software development for brachytherapy seed inventory management.42714159 · Wang, Tonghe, Beaudry, Joel, Damato, Antonio L et al.2026 · 0 citationsJournal of applied clinical medical physics. 2026;27(9):e70795
Automatic treatment planning using reinforcement learning for high-dose-rate prostate brachytherapy.42562017 · Wang, Tonghe, Beaudry, Joel, Aramburu Núñez, David et al.2026 · 1 citationPhysics in medicine and biology. 2026;71(16)
Motion Artifact-Aware Self-Supervised Representation Learning for 3D Brain MRI Motion Artifact Reduction.42606966 · Safari, Mojtaba, Wang, Shansong, Eidex, Zach et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;PP
One-for-All Adaptive Radiotherapy Planning Agent: A Foundation Framework for Daily CBCT-guided Radiotherapy.42523498 · Pan, Shaoyan, Luca, Kirk Jon, Gao, Yuan et al.2026 · 0 citationsArXiv. 2026
Transformer-based synthesis of 7 Tesla-like T1 contrast from routine clinical magnetic resonance imaging.42169478 · Eidex, Zach, Safari, Mojtaba, Wang, Tonghe et al.2026 · 0 citationsMedical physics. 2026;53(5):e70496
CBCT-Based Synthetic CT Generation Using Conditional Flow Matching Model2603.05796v1 · Junbo Peng, Huiqiao Xie, Tonghe Wang et al.2026 · 0 citationsarXiv
Patient outcome prognosis for external beam radiation therapy using CBCT-based radiomics: a systematic review.41435426 · Chang, Chih-Wei, Wang, Tonghe, Qiu, Richard L J et al.2026 · 1 citationBiomedical physics & engineering express. 2026;12(1)
Patient and fraction specific model adaptation for cone beam computed tomography (CBCT) multi-organ segmentation.41452348 · Chen, Xiaoqian, Qiu, Richard L J, Wildman, Vanessa et al.2025 · 0 citationsMedical physics. 2026;53(1):e70251
Trackerless 3D ultrasound volume reconstruction from 2D freehand scans using a hybrid transformer-CNN framework.41168849 · He, Wenfeng, Qiu, Richard L J, Zhang, Chulong et al.2025 · 1 citationMedical physics. 2025;52(11):e70103
Multi-group deformable convolution network for 3D medical image segmentation.41206346 · Li, Yuheng, Hu, Mingzhe, Wang, Jing et al.2025 · 3 citationsMedical physics. 2025;52(11):e70135
Cross-modality 3D MRI synthesis via cycle-guided denoising diffusion probability model.41292517 · Hu, Mingzhe, Pan, Shaoyan, Chang, Chih-Wei et al.2025 · 2 citationsJournal of medical imaging (Bellingham, Wash.). 2025;12(6):064003
Low-Dose CT Imaging Using a Regularization-Enhanced Efficient Diffusion Probabilistic Model.41281195 · Li, Qiang, Safari, Mojtaba, Wang, Shansong et al.2026 · 0 citationsArXiv. 2025
Quantifying geometric and dosimetric advantage from the use of rectal spacing in HDR prostate brachytherapy.41109783 · Beaudry, Joel, Wang, Tonghe, Aramburu Núñez, David et al.2026 · 1 citationBrachytherapy. 2026;25(1):198-205
Systematic Review and Meta-analysis of AI-driven MRI Motion Artifact Detection and Correction2509.05071v1 · Mojtaba Safari, Zach Eidex, Richard L.J. Qiu et al.2025 · 6 citationsarXiv
Systematic Review and Meta-analysis of AI-driven MRI Motion Artifact Detection and Correction.40949764 · Safari, Mojtaba, Eidex, Zach, Qiu, Richard L J et al.2025 · 0 citationsArXiv. 2025
Generalizable 7T T1-map Synthesis from 1.5T and 3T T1 MRI with an Efficient Transformer Model2507.08655v2 · Zach Eidex, Mojtaba Safari, Tonghe Wang et al.2025 · 0 citationsarXiv
Optimization-based image reconstruction regularized with inter-spectral structural similarity for limited-angle dual-energy cone-beam CT.40562072 · Peng, Junbo, Wang, Tonghe, Xie, Huiqiao et al.2025 · 3 citationsPhysics in medicine and biology. 2025;70(14)
CBCT Reconstruction Using Single X-Ray Projection With Cycle-Domain Geometry-Integrated Denoising Diffusion Probabilistic Models.40168234 · Pan, Shaoyan, Peng, Junbo, Gao, Yuan et al.2025 · 13 citationsIEEE transactions on medical imaging. 2025;44(7):2933-2947
Detection and segmentation of brain metastases on MRI using 3D-MedDCNet.40665544 · Wu, Yizhou, Li, Yuheng, Hu, Mingzhe et al.2025 · 3 citationsMedical physics. 2025;52(7):e18001
Real-time volumetric CBCT reconstruction using surface and X-ray imaging for image-guided radiotherapy.40644916 · Pan, Shaoyan, Su, Vanessa, Peng, Junbo et al.2025 · 2 citationsMedical image analysis. 2025;105:103694
Dual-Energy Cone-Beam CT Using Two Orthogonal Projection Views: A Phantom Study.40321949 · Peng, Junbo, Wang, Tonghe, Pan, Shaoyan et al.2025 · 0 citationsArXiv. 2025
Evaluation and failure analysis of four commercial deep learning-based autosegmentation software for abdominal organs at risk.39946266 · Fan, Mingdong, Wang, Tonghe, Lei, Yang et al.2025 · 10 citationsJournal of applied clinical medical physics. 2025;26(4):e70010
Automatic medical imaging segmentation via self-supervising large-scale convolutional neural networks.39798701 · Li, Yuheng, Wynne, Jacob F, Wu, Yizhou et al.2025 · 11 citationsRadiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2025;204:110711
Optimization-Based Image Reconstruction Regularized with Inter-Spectral Structural Similarity for Limited-Angle Dual-Energy Cone-Beam CT.39764397 · Peng, Junbo, Wang, Tonghe, Xie, Huiqiao et al.2025 · 0 citationsArXiv. 2024
Data-Driven Volumetric Computed Tomography Image Generation From Surface Structures Using a Patient-Specific Deep Leaning Model.39577474 · Pan, Shaoyan, Chang, Chih-Wei, Tian, Zhen et al.2025 · 7 citationsInternational journal of radiation oncology, biology, physics. 2025;121(5):1349-1360
Instant plan quality prediction on transrectal ultrasound for high-dose-rate prostate brachytherapy.39572330 · Wang, Tonghe, Feng, Yining, Beaudry, Joel et al.2025 · 1 citationBrachytherapy. 2025;24(1):171-176
Deep learning based apparent diffusion coefficient map generation from multi-parametric MR images for patients with diffuse gliomas.39514841 · Eidex, Zach, Safari, Mojtaba, Wynne, Jacob et al.2025 · 9 citationsMedical physics. 2025;52(2):847-855
Patient-Specific CBCT Synthesis for Real-time Tumor Tracking in Surface-guided Radiotherapy.39575119 · Pan, Shaoyan, Su, Vanessa, Peng, Junbo et al.2025 · 3 citationsArXiv. 2024
Deep learning-based Fast Volumetric Image Generation for Image-guided Proton Radiotherapy.40385936 · Chang, Chih-Wei, Lei, Yang, Wang, Tonghe et al.2026 · 8 citationsIEEE transactions on radiation and plasma medical sciences. 2024;8(8):973-983
Using a patient-specific diffusion model to generate CBCT-based synthetic CTs for CBCT-guided adaptive radiotherapy.39401286 · Chen, Xiaoqian, Qiu, Richard L J, Wang, Tonghe et al.2025 · 7 citationsMedical physics. 2025;52(1):471-480
A Review of Artificial Intelligence in Brachytherapy.39398213 · Chen, Jingchu, Qiu, Richard L J, Wang, Tonghe et al.2025 · 9 citationsArXiv. 2024
CT-based synthetic contrast-enhanced dual-energy CT generation using conditional denoising diffusion probabilistic model.39053511 · Gao, Yuan, Qiu, Richard L J, Xie, Huiqiao et al.2024 · 15 citationsPhysics in medicine and biology. 2024;69(16)
Editorial: Machine learning in radiation therapy for lung cancer.39015491 · Chow, James C L, Wang, Tonghe2024 · 0 citationsFrontiers in oncology. 2024;14:1444543
Unsupervised Bayesian Generation of Synthetic CT from CBCT Using Patient-Specific Score-Based Prior.38947928 · Peng, Junbo, Gao, Yuan, Chang, Chih-Wei et al.2025 · 12 citationsArXiv. 2024
CT-based synthetic iodine map generation using conditional denoising diffusion probabilistic model.38889368 · Gao, Yuan, Xie, Huiqiao, Chang, Chih-Wei et al.2024 · 7 citationsMedical physics. 2024;51(9):6246-6258
Diffeomorphic Transformer-based Abdomen MRI-CT Deformable Image Registration.38745706 · Lei, Yang, Matkovic, Luke A, Roper, Justin et al.2024 · 9 citationsArXiv. 2024
High-resolution 3T to 7T ADC map synthesis with a hybrid CNN-transformer model.38630982 · Eidex, Zach, Wang, Jing, Safari, Mojtaba et al.2024 · 12 citationsMedical physics. 2024;51(6):4380-4388
Take CT, get PET free: AI-powered breakthrough in lung cancer diagnosis and prognosis.38631288 · Wang, Tonghe, Yang, Xiaofeng2024 · 3 citationsCell reports. Medicine. 2024;5(4):101486
Full-dose whole-body PET synthesis from low-dose PET using high-efficiency denoising diffusion probabilistic model: PET consistency model.38588512 · Pan, Shaoyan, Abouei, Elham, Peng, Junbo et al.2024 · 39 citationsMedical physics. 2024;51(8):5468-5478
Dual-Energy Cone-Beam CT Using Two Complementary Limited-Angle Scans with A Projection-Consistent Diffusion Model2403.11890v1 · Junbo Peng, Chih-Wei Chang, Richard L.J. Qiu et al.2024 · 6 citationsarXiv
Lesion segmentation on 18F-fluciclovine PET/CT images using deep learning.38156106 · Wang, Tonghe, Lei, Yang, Schreibmann, Eduard et al.2024 · 8 citationsFrontiers in oncology. 2023;13:1274803
Synthetic CT generation from MRI using 3D transformer-based denoising diffusion model.38011588 · Pan, Shaoyan, Abouei, Elham, Wynne, Jacob et al.2024 · 143 citationsMedical physics. 2024;51(4):2538-2548
High-resolution 3T to 7T MRI Synthesis with a Hybrid CNN-Transformer Model2311.15044v1 · Zach Eidex, Jing Wang, Mojtaba Safari et al.2023 · 0 citationsarXiv
Image-Domain Material Decomposition for Dual-energy CT using Unsupervised Learning with Data-fidelity Loss.38013889 · Peng, Junbo, Chang, Chih-Wei, Xie, Huiqiao et al.2024 · 9 citationsArXiv. 2023
Deformable lung 4DCT image registration via landmark-driven cycle network.37708440 · Matkovic, Luke, Lei, Yang, Fu, Yabo et al.2024 · 7 citationsMedical physics. 2024;51(3):1974-1984
CBCT-Based synthetic CT image generation using conditional denoising diffusion probabilistic model.37646491 · Peng, Junbo, Qiu, Richard L J, Wynne, Jacob F et al.2024 · 126 citationsMedical physics. 2024;51(3):1847-1859
One-step Iterative Estimation of Effective Atomic Number and Electron Density for Dual Energy CT.37576122 · Wang, Qian, Xie, Huiqiao, Wang, Tonghe et al.2023 · 0 citationsArXiv. 2023
Deep learning-based Fast Volumetric Image Generation for Image-guided Proton FLASH Radiotherapy.37546731 · Chang, Chih-Wei, Lei, Yang, Wang, Tonghe et al.2025 · 7 citationsResearch square. 2023
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