DS
Dinggang Shen
Algorithmscs.CVMagnetic Resonance Imagingeess.IVDeep LearningSubtraction TechniqueArtificial IntelligenceImage Processing, Computer-AssistedNeural Networks, ComputerBrain
On Valency
published · living versionsW_ctyr365s·v1 · currentpublished
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
with Spyridon Bakas, Mauricio Reyes, Andras Jakab, Stefan Bauer +422
1 version
Preprints & journals
1,262 papers in the corpus · 2001–2026Personalising Deformable Image Registration with Clinical Context and Deformation History for Adaptive Radiotherapy2610.18926v1 · Caiwen Jiang, Songlin Zhao, Yuzhen Ding et al.2026 · 0 citationsarXiv
CeLDA+: Prototypical learning for age-robust cephalometric landmark detection.42843092 · Wu, Han, Jia, Wei, Mei, Lanzhuju et al.2026 · 0 citationsMedical image analysis. 2027;115:104330
Toward a Multi-View Brain Network Foundation Model: Cross-View Consistency Learning across Arbitrary Atlases.42785262 · Xu, Jiaxing, Ma, Jingying, Lin, Xin et al.2026 · 0 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;PP
LungGPT: A unified multimodal system for interpretable diagnosis and clinical decision support of respiratory diseases.42685701 · Shao, Jun, Liu, Xingting, Zhang, Zhihan et al.2026 · 0 citationsCell reports. Medicine. 2026;7(9):102926
Taming foundation model with invariance-oriented pre-training for broad-spectrum EEG analysis across signal-level, brain-state, and brain-health tasks2608.24597v1 · Yulong Dou, Han Wu, Guo Chen et al.2026 · 0 citationsarXiv
LIGHT: Learning Image-text Grounding for Hierarchical Tumor Localization and Subtype Classification in Multimodal Brain MRI.42536472 · Qiu, Zhaoyu, Liu, Yuxiao, Li, Jianrui et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;PP
Robust probabilistic measurement of structural-functional module consistency in infant brain development.42530638 · Bian, Lingbin, Liu, Feihong, Wang, Qian et al.2026 · 0 citationsBrain structure & function. 2026;231(7)
Diffusion neuroimaging of speech acquisition in infants.42477493 · Liu, Feihong, Liu, Jiameng, Gu, Jinchen et al.2026 · 0 citationsCommunications biology. 2026
BrainSeg: a generalized framework for comprehensive multimodal brain tissue segmentation, parcellation, and lesion labeling.42432182 · Huang, Shijie, Lian, Zifeng, Jia, Dengqiang et al.2026 · 0 citationsNPJ digital medicine. 2026;9(1)
Positional Prompts-Enhanced Brain-Heart-Gut Interactions for Mild Cognitive Impairment Diagnosis.41941822 · Li, Fan, Zhao, Shilun, Bai, Shuwei et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;45(7):3598-3609
APEX-NET: automated pancreatic evaluation network using early non-contrast CT.42377437 · Wang, Fang, Huang, Zixing, Xue, Zhong et al.2026 · 0 citationsEuropean radiology. 2026;36(11):8212-8224
Multi-organ guided diagnosis of mild cognitive impairment via hierarchical alignment and knowledge distillation.42372665 · Zhao, Shilun, Li, Fan, Sun, Kaicong et al.2026 · 0 citationsMedical image analysis. 2026;113:104176
LMGDM: A Lesion-aware Mutual Guidance Diffusion Model with attenuation prior constraint for self-attenuation correction of whole-body PET.42322802 · Li, Shengjun, Sun, Kaicong, Jiang, Caiwen et al.2026 · 0 citationsMedical image analysis. 2026;113:104169
Two-stage robust 3D CTA-2D DSA alignment via vascular-aware rigid and pyramid-based hierarchical non-rigid registration.42296862 · Xiong, Xiaosong, Jiang, Caiwen, Wu, Han et al.2026 · 0 citationsMedical image analysis. 2026;113:104150
Learning like a radiologist: a medical vision-language model for radiological image analysis via curriculum learning.42249121 · Tan, Minhui, Wu, Qingxia, Zhang, Boyang et al.2026 · 0 citationsNPJ digital medicine. 2026;9(1)
Super-Resolution Reconstruction of Fetal Brain MRI With Multi-View Interpolation Weight Learning.41325115 · Huang, Shijie, Jia, DengQiang, Zhang, Kai et al.2026 · 2 citationsIEEE journal of biomedical and health informatics. 2026;30(6):5257-5269
Uncertainty-Guided Iterative Contrastive Fusion for Reliable Survival Prediction in Rectal Cancer.41632679 · Bao, Qingsen, Chen, Lei, Dai, Ling et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;45(6):2688-2700
uBrainSurf: Unified Curvature-Aware Deformation Framework for Lifespan Brain Cortical Surface Reconstruction.41805509 · Teng, Lin, Zhao, Shen, Zhang, Jiadong et al.2026 · 1 citationIEEE transactions on medical imaging. 2026;45(6):3315-3326
Multi-Contrast MRI Motion Correction via Parameter-Informed Disentanglement and Adaptive Experts2606.00146v1 · Honglin Xiong, Yuxian Tang, Feng Li et al.2026 · 0 citationsarXiv
A deep learning system for non-invasive breast cancer diagnosis with multimodal data.42157015 · Li, Yonghao, Zhang, Jiadong, Chen, Haoyuan et al.2026 · 2 citationsNature biomedical engineering. 2026
Exploring the Potential of the PerioAI System to Support Periodontal Clinical Decision Making: A Proof-of-Principle Study.42076917 · Li, Hairui, Li, Yuan, Tan, Minhui et al.2026 · 0 citationsJournal of clinical periodontology. 2026;53(7):1056-1067
Pancreas Segmentation With Multi-Phase Feature Aggregation and Modality Adaptive Transformer.41379897 · Tan, Lulu, Sheng, Wenda, Zhang, Jiadong et al.2026 · 1 citationIEEE journal of biomedical and health informatics. 2026;30(5):4388-4397
Semi-Supervised Landmark Tracking in Echocardiography Video via Spatial-Temporal Co-Training and Perception-Aware Attention.41493870 · Wu, Han, Chen, Haoyuan, Zhou, Lin et al.2026 · 1 citationIEEE transactions on medical imaging. 2026;45(5):2187-2197
Enhancing Knee Disease Diagnosis via Multi-View Graph Representation With Multi-Task Pre-Training.41632682 · Zhuang, Zixu, Chen, Dongdong, Wang, Sheng et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;45(5):2493-2504
Learning dual-scale context with overlap awareness for keypoint-driven partial-overlap medical image registration.42035561 · Mi, Jia, Jiang, Caiwen, Xiong, Xiaosong et al.2026 · 0 citationsMedical image analysis. 2026;112:104100
3D vessel reconstruction from sparse-view dynamic DSA images via vessel probability guided attenuation learning.42030629 · Liu, Zhentao, Zhao, Huangxuan, Qin, Wenhui et al.2026 · 3 citationsMedical image analysis. 2026;112:104088
Mammography-based artificial intelligence model for predicting axillary lymph node status after neoadjuvant therapy in breast cancer.41999400 · Mao, Keyu, Li, Zheren, Li, Jun et al.2026 · 3 citationsEuropean radiology. 2026;36(8):6714-6725
UniSurf: Universal lifespan cortical surface reconstruction.42013615 · Lian, Zifeng, Liu, Jiameng, Huang, Jiawei et al.2026 · 1 citationMedical image analysis. 2026;112:104090
A Multimodal Clinically Informed Coarse-to-Fine Framework for Longitudinal CT Registration in Proton Therapy2604.13397v1 · Caiwen Jiang, Yuzhen Ding, Mi Jia et al.2026 · 0 citationsarXiv
A hierarchical prompt and prototype learning framework for brain disorder classification.42013614 · Liu, Yuxiao, Sun, Kaicong, Wu, Yaping et al.2026 · 0 citationsMedical image analysis. 2026;112:104063
An Integrated Automatic Framework for Super-Resolution Reconstruction of Motion-Corrupted Fetal Brain MRI With Prior Anatomical Knowledge.40960974 · Huang, Shijie, Sun, Kaicong, Zhang, Kai et al.2026 · 1 citationIEEE transactions on bio-medical engineering. 2026;73(4):1584-1595
An Alignment and Imputation Network (AINet) for Breast Cancer Diagnosis With Multimodal Multi-View Ultrasound Images.41134947 · Chen, Haoyuan, Li, Yonghao, Zhang, Jiadong et al.2026 · 4 citationsIEEE transactions on medical imaging. 2026;45(4):1383-1394
Multi-Contrast MRI Super-Resolution in Brain Tumors: Arbitrary-Scale Implicit Sampling and Unsupervised Fine-Tuning.41182921 · Chen, Wenxuan, Wang, Yulin, Li, Zhongsen et al.2026 · 3 citationsIEEE transactions on medical imaging. 2026;45(4):1395-1406
Brain-body interactions in systemic diseases: a survey from an imaging perspective.42189396 · Li, Fan, Zhao, Shilun, Liang, Zhichao et al.2026 · 3 citationsMedScience. 2026;20(2):268-300
Brain network communication model reveals diffusion-based structure-function decoupling in mild cognitive impairment.41906672 · Bai, Shuwei, Li, Fan, Liu, Jiameng et al.2026 · 1 citationPsychiatry and clinical neurosciences. 2026;80(6):490-501
A unified deep learning framework for cross-platform harmonization of multi-tracer PET quantification in neurodegenerative disease.41912831 · Wang, Jing, Zhong, Aocheng, Xu, Qian et al.2026 · 1 citationNPJ digital medicine. 2026;9(1)
Real-world unified denoising for multi-organ fast MRI: a large-scale prospective validation.41857225 · Shao, Yuchen, Huang, Hongyan, Zhang, Lingyan et al.2026 · 2 citationsNPJ digital medicine. 2026;9(1)
BrainParc: unified lifespan brain parcellation from structural magnetic resonance images.41813968 · Liu, Jiameng, Liu, Feihong, Sun, Kaicong et al.2026 · 3 citationsNature computational science. 2026;6(6):588-602
A content-aware variable-rate framework for pathology learned image compression (PathoLIC).41806470 · Li, Weiqi, Li, Yonghao, Chen, Haoyuan et al.2026 · 1 citationMedical image analysis. 2026;111:104018
ChatRadio-Valuer: A Chat Large Language Model for Generalizable Radiology Impression Generation on Multi-institution and Multi-system Data.40788800 · Zhong, Tianyang, Zhao, Wei, Zhang, Yutong et al.2025 · 4 citationsIEEE transactions on bio-medical engineering. 2025;PP
BrainSMM: Lifespan Brain Segmentation Model With Metadata-Driven Prompt Learning.41032559 · Teng, Lin, Zhao, Zihao, Wang, Yulin et al.2026 · 3 citationsIEEE transactions on medical imaging. 2026;45(3):1038-1050
PRIMARY-AI: outcomes-based standards to safeguard primary care in the AI era.41673309 · Zeng, Dian, Car, Lorainne Tudor, Khunti, Kamlesh et al.2026 · 5 citationsNature medicine. 2026;32(3):778-781
Enhancing diagnosis of mild cognitive impairment through brain-heart-gut metabolic networks in whole-body PET imaging.41707644 · Li, Fan, Bai, Shuwei, Liu, Yuxiao et al.2026 · 7 citationsCell reports. Medicine. 2026;7(2):102629
In Vivo Surface Reconstruction of Three Signal-defined Intracortical Layers Using 5T 3D FLAIR MR Imaging10.64898/2026.02.05.703937v1 · Cao, S., Shi, L., Liu, J. et al.2026 · 1 citationbioRxiv
SPOT: Contrast-Driven Face Occlusion Segmentation via Self-Supervised Prompt Learning2602.00635v1 · Lingsong Wang, Mancheng Meng, Ziyan Wu et al.2026 · 0 citationsarXiv
Radiomics++: Review of Habitat Imaging Analysis for Decoding Tumor Heterogeneity.41591802 · Wu, Jiaojiao, Xia, Yuwei, Wang, Xuechun et al.2026 · 10 citationsAnnual review of biomedical engineering. 2026;28(1):219-248
UniCAS: A foundation model for cervical cytology screening.41564861 · Jiang, Haotian, Cai, Jiangdong, Shen, Zhenrong et al.2026 · 4 citationsCell reports. Medicine. 2026;7(1):102570
Accelerating CEST MRI through complementary undersampling and multi-offset transformer reconstruction.41520071 · Liu, Huabing, Chen, Zilin, Law, Lok Hin et al.2026 · 0 citationsCommunications engineering. 2026
Review of Artificial Intelligence in Lung Nodule Risk Assessment.40030886 · Wei, Ying, Zhou, Qing, Wu, Jiaojiao et al.2026 · 6 citationsIEEE reviews in biomedical engineering. 2026;19:412-427
Hierarchical Contrastive Learning for Precise Whole-Body Anatomical Localization in PET/CT Imaging.40824976 · Gao, Yaozong, Shu, Yiran, Yu, Mingyang et al.2026 · 1 citationIEEE transactions on medical imaging. 2026;45(1):391-405
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