Publications & Impact
Advancing the frontiers of trustworthy AI and multi-modal fusion
- 142Citations2018
Optimization of deep convolutional neural network for large scale image retrieval
C Bai, L Huang, X Pan, J Zheng, S Chen
Neurocomputing 303, 60-67, 2018
View on Scholar - 113Citations2024
A review of uncertainty quantification in medical image analysis: Probabilistic and non-probabilistic methods
L Huang, S Ruan, Y Xing, M Feng
Medical Image Analysis 97, 103223, 2024
View on Scholar - 90Citations2025
Has multimodal learning delivered universal intelligence in healthcare? A comprehensive survey
Q Lin, Y Zhu, X Mei, L Huang, J Ma, K He, Z Peng, E Cambria, M Feng
Information Fusion 116, 102795, 2025
View on Scholar - 75Citations2022
Lymphoma segmentation from 3D PET-CT images using a deep evidential network
L Huang, S Ruan, P Decazes, T Denoeux
International Journal of Approximate Reasoning 149, 39-60, 2022
View on Scholar - 73Citations2025
Deep evidential fusion with uncertainty quantification and reliability learning for multimodal medical image segmentation
L Huang, S Ruan, P Decazes, T Denœux
Information Fusion 113, 102648, 2025
View on Scholar - 69Citations2018
Saliency-based multi-feature modeling for semantic image retrieval
C Bai, J Chen, L Huang, K Kpalma, S Chen
Journal of Visual Communication and Image Representation 50, 199-204, 2018
View on Scholar - 59Citations2021
Unsupervised adversarial instance-level image retrieval
C Bai, H Li, J Zhang, L Huang, L Zhang
IEEE Transactions on Multimedia 23, 2199-2207, 2021
View on Scholar - 56Citations2023
Application of belief functions to medical image segmentation: A review
L Huang, S Ruan, T Denoeux
Information Fusion 91, 737-756, 2023
View on Scholar - 55Citations2022
Evidence fusion with contextual discounting for multi-modality medical image segmentation
L Huang, T Denoeux, P Vera, S Ruan
MICCAI2022, 2022
View on Scholar - 37Citations2021
Belief function-based semi-supervised learning for brain tumor segmentation
L Huang, S Ruan, T Denoeux
ISBI2021, 2021
View on Scholar - 34Citations2023
Semi-supervised multiple evidence fusion for brain tumor segmentation
L Huang, S Ruan, T Denœux
Neurocomputing 535, 40-52, 2023
View on Scholar - 34Citations2017
Optimization of deep convolutional neural network for large scale image classification
白琮， 黄玲， 陈佳楠， 潘翔， 陈胜勇
Journal of Software 29 (4), 1029-1038, 2017
View on Scholar - 32Citations2021
Covid-19 classification with deep neural network and belief functions
L Huang, S Ruan, T Denoeux
BIBE2021, 2021
View on Scholar - 25Citations2021
Deep PET/CT fusion with Dempster-Shafer theory for lymphoma segmentation
L Huang, T Denoeux, D Tonnelet, P Decazes, S Ruan
MICCAI 2021 workshop MLMI, 2021
View on Scholar - 23Citations2021
Evidential segmentation of 3D PET/CT images
L Huang, S Ruan, P Decazes, T Denoeux
BELIEF2021, 2021
View on Scholar - 14Citations2025
Self-supervised quantized representation for seamlessly integrating knowledge graphs with large language models
Q Lin, T Zhao, K He, Z Peng, F Xu, L Huang, J Ma, M Feng
Proceedings of the 63rd Annual Meeting of the Association for Computational …, 2025
View on Scholar - 9Citations2025
Improving clinical foundation models with multi-modal learning and domain adaptation for chronic disease prediction
W Hou, J Wang, Q Lin, X Wang, L Huang
IEEE journal of biomedical and health informatics, 2025
View on Scholar - 8Citations2019
Adversarial learning for content-based image retrieval
L Huang, C Bai, Y Lu, S Chen, Q Tian
2019 IEEE Conference on Multimedia Information Processing and Retrieval …, 2019
View on Scholar - 6Citations2024
An evidential time-to-event prediction model based on Gaussian random fuzzy numbers
L Huang, Y Xing, T Denoeux, M Feng
International Conference on Belief Functions, 49-57, 2024
View on Scholar - 5Citations2025
A foundation model for chest x-ray interpretation with grounded reasoning via online reinforcement learning
Q Lin, Y Zhu, B Pu, L Huang, H Luo, J Ma, Z Peng, T Zhao, F Xu, J Zhang, ...
arXiv preprint arXiv:2509.03906, 2025
View on Scholar - 5Citations2022
Unsupervised adversarial image retrieval
L Huang, C Bai, Y Lu, S Zhang, S Chen
Multimedia Systems 28 (2), 673-685, 2022
View on Scholar - 5Citations2019
Instance image retrieval with generative adversarial training
H Li, C Bai, L Huang, Y Jiang, S Chen
International Conference on Multimedia Modeling, 381-392, 2019
View on Scholar - 4Citations2025
Evidential time-to-event prediction with calibrated uncertainty quantification
L Huang, Y Xing, S Mishra, T Denœux, M Feng
International Journal of Approximate Reasoning 181, 109403, 2025
View on Scholar - 4Citations2024
EsurvFusion: An evidential multimodal survival fusion model based on Gaussian random fuzzy numbers
L Huang, Y Xing, Q Lin, S Ruan, M Feng
arXiv preprint arXiv:2412.01215, 2024
View on Scholar - 4Citations2023
Towards reliable medical image segmentation by utilizing evidential calibrated uncertainty
K Zou, Y Chen, L Huang, X Yuan, X Shen, M Wang, RSM Goh, Y Liu, H Fu
arXiv preprint arXiv:2301.00349, 2023
View on Scholar - 2Citations2025
Towards accurate and reliable ICU outcome prediction: a multimodal learning framework based on belief function theory using structured EHRs and free-text notes
Y Ruan, DJ Tan, SK Ng, L Huang, M Feng
Journal of Healthcare Informatics Research, 1-42, 2025
View on Scholar - 2Citations2025
Toward reliable medical image segmentation by modeling evidential calibrated uncertainty
K Zou, Y Chen, L Huang, N Zhou, X Yuan, X Shen, M Wang, RSM Goh, ...
IEEE Transactions on Cybernetics, 2025
View on Scholar - 2Citations2024
An evidence-based framework for heterogeneous electronic health records: A case study in mortality prediction
Y Ruan, L Huang, Q Xu, M Feng
International Conference on Belief Functions, 78-86, 2024
View on Scholar - 1Citations2026
A hierarchical teacher-student learning framework with adaptive cross-modal fusion for brain tumor segmentation
T Zhou, S Ruan, J Duan, H Hu, Y Meng, L Huang, D Yang, B Jiang, T Luo, ...
Expert Systems with Applications, 131371, 2026
View on Scholar - 1Citations2025
DPsurv: Dual-Prototype Evidential Fusion for Uncertainty-Aware and Interpretable Whole-Slide Image Survival Prediction
Y Xing, L Huang, J Ma, R Hong, J Qiu, P Liu, K He, H Fu, M Feng
arXiv preprint arXiv:2510.00053, 2025
View on Scholar - 1Citations2025
Domain-continual learning for multi-center anatomical detection via prompt-enhanced and densely-fused MedSAM
Z Gao, L Huang, Q Lin, B Pu, K He, M Feng, K Li
Information Fusion, 103614, 2025
View on Scholar - 1Citations2025
Evidence-based multimodal fusion on structured ehrs and free-text notes for icu outcome prediction
Y Ruan, DJ Tan, L Huang, M Feng
arXiv e-prints, arXiv: 2501.04389, 2025
View on Scholar - 0Citations2026
Gene-exposure interactions regulate cytokine-mediated chronic inflammation and cardiac remodeling
M Corianò, S Tahasildar, L Huang, K Rjoob, S Kalaie, J Zheng, L Curran, ...
medRxiv, 2026.01. 19.26344405, 2026
View on Scholar - 0Citations2025
Adversarial example detection and defense based on the evidence consistency from Dempster-Shafer layers
Y Xu, Y Qiu, L Huang, R Wang, L Chen, J Zhou, W Liu
Knowledge-Based Systems, 114937, 2025
View on Scholar - 0Citations2025
EsurvFusion: An evidential multimodal survival fusion model based on Epistemic random fuzzy sets
L Huang, Y Xing, Q Lin, J Duan, S Ruan, M Feng
IEEE Transactions on Fuzzy Systems, 2025
View on Scholar - 0Citations2023
Medical image segmentation with belief function theory and deep learning
L HUANG
UTC Thesis, 2023
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