Publications

2026

A long–short behavioral evolution modeling for video depression recognition
Xie W, Zhu Y, Lin Y, He X, Zhang B, Wang Y, Liu X, Cheng M. A long–short behavioral evolution modeling for video depression recognition. Biomedical Signal Processing And Control 2026, 123: 110517. DOI: 10.1016/j.bspc.2026.110517.
Peer-Reviewed Original Research
Concepts
Refined myocardium segmentation from CT using a Hybrid-Fusion transformer
Qin S, Xing F, Cho J, Park J, Liu X, Rouhollahi A, Farhat E, Javadikasgari H, Sabe A, Nezami F, Woo J, Aganj I. Refined myocardium segmentation from CT using a Hybrid-Fusion transformer. Biomedical Signal Processing And Control 2026, 119: 109712. DOI: 10.1016/j.bspc.2026.109712.
Peer-Reviewed Original Research
Concepts
Depression detection via multimodal analysis using a large language model-powered interview platform
Chen Y, Xu C, Liang C, Tao Y, Du F, Liu X, Wang M, Li Z, Qiu J, Shi C. Depression detection via multimodal analysis using a large language model-powered interview platform. Engineering Applications Of Artificial Intelligence 2026, 173: 114480. DOI: 10.1016/j.engappai.2026.114480.
Peer-Reviewed Original Research
Concepts
Scan-wise generalized PET denoising with contrastive adversarial learning
Liu X, Marin T, Eslahi S, Tiss A, Chemli Y, Najmaoui Y, Jang S, Fakhri G, Ouyang J. Scan-wise generalized PET denoising with contrastive adversarial learning. Physics In Medicine And Biology 2026, 71: 105030. PMID: 42173146, PMCID: PMC13312193, DOI: 10.1088/1361-6560/ae7231.
Peer-Reviewed Original Research
MeSH Keywords and Concepts
GTFMN: Guided Texture and Feature Modulation Network for Low-Light Image Enhancement and Super-Resolution
Huang Y, Peng T, Miyazaki T, Liu X, Chou C, Pang A, Omachi S. GTFMN: Guided Texture and Feature Modulation Network for Low-Light Image Enhancement and Super-Resolution. 2026, 00: 1726-1730. DOI: 10.1109/icassp55912.2026.11464068.
Peer-Reviewed Original Research
Concepts
Individualized treatment effect inference of head and neck cancer with multimodal data
Wei Y, Li Z, Woo J, Ouyang J, Fakhri G, Liu X. Individualized treatment effect inference of head and neck cancer with multimodal data. APSIPA Transactions On Signal And Information Processing 2026, 15: 3-20. PMID: 42125301, PMCID: PMC13160251, DOI: 10.1108/atsip-06-2025-0051.
Peer-Reviewed Original Research
Concepts
Editorial for special issue on AI for medical image analysis
Liu X, Magoulianitis V, Huang Y, Woo J. Editorial for special issue on AI for medical image analysis. APSIPA Transactions On Signal And Information Processing 2026, 15: 1-2. DOI: 10.1108/atsip-11-2025-0400.
Peer-Reviewed Original Research
Unsupervised Adaptation from FDG to PSMA PET/CT for 3D Lesion Detection Under Label Shift
Liu X, Xia M, Chemli Y, Fakhri G, Liu C, Ouyang J. Unsupervised Adaptation from FDG to PSMA PET/CT for 3D Lesion Detection Under Label Shift. 2026, 00: 1-5. DOI: 10.1109/isbi61048.2026.11515918.
Peer-Reviewed Original Research
Concepts
Multimodal MRI Report Findings Supervised Brain Lesion Segmentation with Substructures
Ge Y, Huang Y, Liu X. Multimodal MRI Report Findings Supervised Brain Lesion Segmentation with Substructures. 2026, 00: 1-4. DOI: 10.1109/isbi61048.2026.11515570.
Peer-Reviewed Original Research
Concepts
U-Harmony: Enhancing Joint Training for Segmentation Models with Universal Harmonization
Ma W, Yu X, Qiu P, Yang J, Xiao P, Zhao X, Liu X, Miyazaki T, Omachi S, Huang Y. U-Harmony: Enhancing Joint Training for Segmentation Models with Universal Harmonization. 2026, 00: 1-5. DOI: 10.1109/isbi61048.2026.11515546.
Peer-Reviewed Original Research
Concepts
Latent diffusion transformers for 3D head and neck tumor segmentation
Dong Y, Marin T, Grogg K, Beddok A, Liu X, Moteabbed M, Woo J, Ma C, Fakhri G. Latent diffusion transformers for 3D head and neck tumor segmentation. Progress In Biomedical Optics And Imaging 2026, 13926: 31. DOI: 10.1117/12.3085831.
Peer-Reviewed Original Research
Concepts
AI‑driven multi-lesion detection in whole‑body FDG PET/CT
Liu X, Xia M, Chemli Y, Fakhri G, Liu C, Ouyang J. AI‑driven multi-lesion detection in whole‑body FDG PET/CT. Progress In Biomedical Optics And Imaging 2026, 13928: 7. DOI: 10.1117/12.3087729.
Peer-Reviewed Original Research
Concepts
A speech-to-video synthesis approach using spatio-temporal diffusion for vocal tract MRI
Pérez-Toro P, Arias-Vergara T, Xing F, Liu X, Stone M, Zhuo J, Orozco-Arroyave J, Nöth E, Hutter J, Prince J, Maier A, Woo J. A speech-to-video synthesis approach using spatio-temporal diffusion for vocal tract MRI. Medical Image Analysis 2026, 111: 104053. PMID: 41921260, PMCID: PMC13135364, DOI: 10.1016/j.media.2026.104053.
Peer-Reviewed Original Research
MeSH Keywords and Concepts
Causal Graph Learning for Face-Based Interpretable Hierarchical Diagnosis of Depression
Zhang B, Wang D, Cheng M, Liu X, Wang Y, Zhu F, Lin Z, Shi C, Xie W. Causal Graph Learning for Face-Based Interpretable Hierarchical Diagnosis of Depression. IEEE Transactions On Computational Social Systems 2026, 13: 3558-3571. DOI: 10.1109/tcss.2025.3645183.
Peer-Reviewed Original Research
Concepts
Individualized Treatment Effect Inference of HNC with Multimodal Data
Wei Y, Li Z, Woo J, Ouyang J, El Fakhri G, Liu X. Individualized Treatment Effect Inference of HNC with Multimodal Data. APSIPA Transactions On Signal And Information Processing 2026, 14 DOI: 10.1561/116.20250051.
Peer-Reviewed Original Research

2025

See All Publications

Publications

2026

A long–short behavioral evolution modeling for video depression recognition

Refined myocardium segmentation from CT using a Hybrid-Fusion transformer

Depression detection via multimodal analysis using a large language model-powered interview platform

Scan-wise generalized PET denoising with contrastive adversarial learning

GTFMN: Guided Texture and Feature Modulation Network for Low-Light Image Enhancement and Super-Resolution

Individualized treatment effect inference of head and neck cancer with multimodal data

Editorial for special issue on AI for medical image analysis

Unsupervised Adaptation from FDG to PSMA PET/CT for 3D Lesion Detection Under Label Shift

Multimodal MRI Report Findings Supervised Brain Lesion Segmentation with Substructures

U-Harmony: Enhancing Joint Training for Segmentation Models with Universal Harmonization

Latent diffusion transformers for 3D head and neck tumor segmentation

AI‑driven multi-lesion detection in whole‑body FDG PET/CT

A speech-to-video synthesis approach using spatio-temporal diffusion for vocal tract MRI

Causal Graph Learning for Face-Based Interpretable Hierarchical Diagnosis of Depression

Individualized Treatment Effect Inference of HNC with Multimodal Data

2025

Variance Extrapolated Class-Imbalance-Aware Domain Adaptive Myocardial Segmentation in Multi-Sequence Cardiac MRI

Deep learning-based non-contrast MRI model for nasopharyngeal carcinoma diagnosis: an end-to-end gadolinium-free solution

Three-Dimensional MRI Reconstruction With 3D Gaussian Representations: Tackling the Undersampling Problem

On Hallucinations in Artificial Intelligence–Generated Content for Nuclear Medicine Imaging (the DREAM Report)

Infrared Image Super-Resolution: A Systematic Review and Future Trends

Ultra-High-Definition Image Restoration: New Benchmarks and a Dual Interaction Prior-Driven Solution

Vision-language foundation model for generalizable nasal disease diagnosis using unlabeled endoscopic records

Towards Robust Deterministic and Probabilistic Modeling for Predictive Learning

Dendrite cross attention for high-dose-rate brachytherapy distribution planning

Deep learning-based detection of depression by fusing auditory, visual and textual clues