HF
Huazhu Fu
cs.CVeess.IVcs.LGImage Interpretation, Computer-AssistedImage Processing, Computer-Assistedcs.AINeural Networks, ComputerDeep LearningAlgorithmsSupervised Machine Learning
On Valency
published · living versionsW_2c8j8q89·v1 · currentpublished
Learning a Motion Manifold to Constrain Ambiguity in Unsupervised 4D Medical Image Interpolation
with Haojin Li, Heng Li, Jiang Liu
1 version
Preprints & journals
289 papers in the corpus · 2013–2026scURL: uncertainty-sharpened representation learning for single-cell multi-omics clustering.42809236 · Liu, Hongwei, Yu, Donghui, Li, Wei et al.2026 · 0 citationsBioinformatics (Oxford, England). 2026;42(10)
T2ID: Towards trustworthy incomplete modality diagnosis via dual-axis adaptive completion and confidence-aware integration.42785229 · Li, Jing, Yu, Qinkai, Zhou, Feixiang et al.2026 · 0 citationsMedical image analysis. 2027;115:104331
Dual-Dynamic In-Context Learning for Medical Image Segmentation.42785271 · Chen, Tiana Tianying, Zhen, Liangli, Xu, Yanyu et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;PP
A deep dictionary network-based foundation model for ultra-low-dose CT denoising2609.16031v1 · Baoshun Shi, Shuangyi Yang, Ke Jiang et al.2026 · 0 citationsarXiv
DiffGeo-AOR: Diffusion-Optimized Medical Grading via Geometric Priors Enhanced Autoregressive Ordinal Regression.42412672 · Yu, Qinkai, Zhao, He, Xu, Yanyu et al.2026 · 0 citationsIEEE transactions on medical imaging. 2026;45(9):4846-4860
BriGHT: transcriptome-regularized multimodal neuroimaging for brain disorder prediction.42726097 · Fan, Zhoujie, Luo, Haoran, Zhou, Huilong et al.2026 · 0 citationsBioinformatics (Oxford, England). 2026;42(9)
Hidden in Plain Sight: A Robust Generative Model for Secure Medical Data Sharing.42658699 · Kanagavelu, Renuga, Walia, Madhav, Wang, Yuan et al.2026 · 0 citationsIEEE journal of biomedical and health informatics. 2026;PP
Building a Global Research Network for Fair, Accountable, Interpretable, and Responsible AI in Emergency Care: Protocol for a FAIR-EC Study.42554297 · Hong, Chuan, Liew, Jonathan Chong Kai, Yu, Jaeyong et al.2026 · 0 citationsJMIR research protocols. 2026;15:e74202
Super-Resolution Reconstruction of OCTA via Multi-Field-of-View Representation Learning.40720266 · Hao, Huaying, Leng, Shaoyi, Meng, Yanda et al.2026 · 1 citationIEEE journal of biomedical and health informatics. 2026;30(8):7309-7321
M2Net: Multimodal Multitask Mutual Learning for Anti-VEGF Efficacy Prediction.41989896 · Wen, Yang, Zeng, Ying, Bi, Lei et al.2026 · 8 citationsIEEE transactions on medical imaging. 2026;45(7):3692-3705
Reasoning with Memory: A Temporal Granularity-Adaptive Framework for Training-Free Long Video Understanding2607.24794v1 · Linghao Meng, Qiankun Li, Junyuan Mao et al.2026 · 0 citationsarXiv
Annotation-efficient medical image segmentation via cross-latent graphs and vector-quantized memory.42361770 · Xu, Yanyu, Zhou, Menghan, Xu, Xinxing et al.2026 · 0 citationsMedical image analysis. 2026;113:104145
Hallucination Detection and Correction in Medical VLMs via Counter-Evidence Verification2606.18609v1 · Nan Zhou, Ke Zou, Meng Liu et al.2026 · 0 citationsarXiv
SABPI-Net: A Structure-Aware Bidirectional Proxy Interaction Network for Infantile Retinal Disease Diagnosis.41489974 · Chen, Shaobin, Zhao, Xinyu, Fu, Huazhu et al.2026 · 1 citationIEEE transactions on medical imaging. 2026;45(5):2229-2243
LCM-Net: LLM-Driven Cross-Modality MoE Feature Fusion Network for Cancer Survival Analysis.41605174 · Yang, Sicheng, Zhou, Haipeng, Yang, Yijun et al.2026 · 2 citationsIEEE transactions on medical imaging. 2026;45(5):2505-2517
Prompting Lipschitz-Constrained Network for Multiple-in-One Sparse-View CT Reconstruction.41166618 · Shi, Baoshun, Jiang, Ke, Lian, Qiusheng et al.2026 · 2 citationsIEEE transactions on medical imaging. 2026;45(4):1446-1460
Online Bayesian Approximation Based Uncertainty Aware Model for Ophthalmic Image Segmentation.40742832 · Zhang, Yinglin, Higashita, Risa, Zeng, Lingxi et al.2026 · 2 citationsIEEE journal of biomedical and health informatics. 2026;30(3):2368-2380
Uncertainty-Guided Prototype Reliability Enhancement Network for Few-Shot Medical Image Segmentation.41086067 · Hu, Junfei, Zhou, Tao, Huang, Kaiwen et al.2026 · 3 citationsIEEE transactions on medical imaging. 2026;45(3):1279-1290
Position Paper: Artificial Intelligence in Medical Image Analysis: Advances, Clinical Translation, and Emerging Frontiers.41474993 · Panayides, A S, Chen, H, Filipovic, N D et al.2025 · 13 citationsIEEE journal of biomedical and health informatics. 2025;PP
Topology-aware Pathological Consistency Matching for Weakly-Paired IHC Virtual Staining2601.02806v1 · Mingzhou Jiang, Jiaying Zhou, Nan Zeng et al.2026 · 0 citationsarXiv
Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges.41150234 · Zhang, Yuan, Zhang, Xinfeng, Qi, Xiaoming et al.2026 · 3 citationsIEEE reviews in biomedical engineering. 2026;19:374-395
Multi-Granularity Topological Reasoning for Anatomically Consistent Vasculature Parsing.42024936 · Mou, Lei, Liu, Yonghuai, Xu, Zhuoting et al.2026 · 2 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:4523-4535
Plasticine: A Traceable Diffusion Model for Medical Image Translation2512.18455v2 · Tianyang Zhang, Xinxing Cheng, Jun Cheng et al.2025 · 0 citationsarXiv
Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation With Selective State-Space Model.40587341 · Wang, Hongqiu, Chen, Yixian, Chen, Wu et al.2025 · 54 citationsIEEE transactions on medical imaging. 2025;44(12):4811-4825
Uncertainty-Aware Medical Diagnostic Phrase Identification and Grounding.40773383 · Zou, Ke, Bai, Yang, Liu, Bo et al.2025 · 19 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(12):11315-11329
Toward Reliable Medical Image Segmentation by Modeling Evidential Calibrated Uncertainty.40986585 · Zou, Ke, Chen, Yidi, Huang, Ling et al.2025 · 15 citationsIEEE transactions on cybernetics. 2025;55(12):5975-5988
Prompt guiding multi-scale adaptive sparse representation-driven network for low-dose CT MAR.41270401 · Shi, Baoshun, Chen, Bing, Zhang, Shaolei et al.2025 · 2 citationsMedical image analysis. 2026;108:103870
AIPNet: Action-Instance Progressive Learning Network for Instrument-Tissue Interaction Detection.40456078 · Lin, Wenjun, Hu, Yan, Hao, Luoying et al.2025 · 0 citationsIEEE journal of biomedical and health informatics. 2025;29(11):8213-8223
A deep learning based automatic report generator for retinal optical coherence tomography images.41115948 · Chen, Xinjian, Fu, Huazhu, Wang, Jingtao et al.2025 · 2 citationsNPJ digital medicine. 2025;8(1):618
Uncertainty-Driven Edge Prompt Generation Network for Medical Image Segmentation.40031324 · Zhao, Junyong, Sun, Liang, Fan, Dingwei et al.2025 · 8 citationsIEEE transactions on medical imaging. 2025;44(10):3950-3961
An eyecare foundation model for clinical assistance: a randomized controlled trial.40877476 · Wu, Yilan, Qian, Bo, Li, Tingyao et al.2025 · 55 citationsNature medicine. 2025;31(10):3404-3413
Neovascularization Segmentation via a Multilateral Interaction-Enhanced Graph Convolutional Network.40828709 · Chen, Tao, Zhang, Dan, Chen, Da et al.2025 · 6 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(12):11107-11123
FusionFM: Fusing Eye-specific Foundational Models for Optimized Ophthalmic Diagnosis2508.11721v1 · Ke Zou, Jocelyn Hui Lin Goh, Yukun Zhou et al.2025 · 0 citationsarXiv
EH-Benchmark Ophthalmic Hallucination Benchmark and Agent-Driven Top-Down Traceable Reasoning Workflow2507.22929v1 · Xiaoyu Pan, Yang Bai, Ke Zou et al.2025 · 7 citationsarXiv
Text-driven Multiplanar Visual Interaction for Semi-supervised Medical Image Segmentation2507.12382v1 · Kaiwen Huang, Yi Zhou, Huazhu Fu et al.2025 · 1 citationarXiv
PathFL: Multi-alignment Federated Learning for pathology image segmentation.40680570 · Zhang, Yuan, Chen, Feng, Qi, Yaolei et al.2025 · 2 citationsMedical image analysis. 2025;105:103670
Cycle Context Verification for In-Context Medical Image Segmentation2507.08357v1 · Shishuai Hu, Zehui Liao, Liangli Zhen et al.2025 · 1 citationarXiv
Parameterized Diffusion Optimization enabled Autoregressive Ordinal Regression for Diabetic Retinopathy Grading2507.04978v1 · Qinkai Yu, Wei Zhou, Hantao Liu et al.2025 · 6 citationsarXiv
Enhancing diagnostic accuracy in rare and common fundus diseases with a knowledge-rich vision-language model.40592857 · Wang, Meng, Lin, Tian, Lin, Aidi et al.2025 · 37 citationsNature communications. 2025;16(1):5528
GEMeX-RMCoT: An Enhanced Med-VQA Dataset for Region-Aware Multimodal Chain-of-Thought Reasoning2506.17939v2 · Bo Liu, Xiangyu Zhao, Along He et al.2025 · 2 citationsarXiv
Diff-UNet: A diffusion embedded network for robust 3D medical image segmentation.40602205 · Xing, Zhaohu, Wan, Liang, Fu, Huazhu et al.2025 · 40 citationsMedical image analysis. 2025;105:103654
APTOS-2024 challenge report: Generation of synthetic 3D OCT images from fundus photographs2506.07542v1 · Bowen Liu, Weiyi Zhang, Peranut Chotcomwongse et al.2025 · 0 citationsarXiv
Modality-Aware Distillation Network for Microvascular Invasion Prediction of Hepatocellar Carcinoma From MRI Images.40030752 · Zhang, Yinghao, Liu, Hong, Zhu, Lei et al.2025 · 2 citationsIEEE transactions on bio-medical engineering. 2025;72(6):1825-1836
Uncertainty-Inspired Multi-Task Learning in Arbitrary Scenarios of ECG Monitoring.40031551 · Wang, Xingyao, Gao, Hongxiang, Ma, Caiyun et al.2025 · 2 citationsIEEE journal of biomedical and health informatics. 2025;29(6):4046-4058
Masked Vascular Structure Segmentation and Completion in Retinal Images.40031819 · Zhou, Yi, Ahmed, Thiara Sana, Wang, Meng et al.2025 · 14 citationsIEEE transactions on medical imaging. 2025;44(6):2492-2503
Few-Shot Learning from Gigapixel Images via Hierarchical Vision-Language Alignment and Modeling2505.17982v5 · Bryan Wong, Jong Woo Kim, Huazhu Fu et al.2025 · 1 citationarXiv
AdaptFRCNet: Semi-supervised adaptation of pre-trained model with frequency and region consistency for medical image segmentation.40373657 · He, Along, Wu, Yanlin, Wang, Zhihong et al.2025 · 6 citationsMedical image analysis. 2025;103:103626
Learnable Prompting SAM-Induced Knowledge Distillation for Semi-Supervised Medical Image Segmentation.40030924 · Huang, Kaiwen, Zhou, Tao, Fu, Huazhu et al.2025 · 65 citationsIEEE transactions on medical imaging. 2025;44(5):2295-2306
Multi-View Test-Time Adaptation for Semantic Segmentation in Clinical Cataract Surgery.40030926 · Li, Heng, Ou, Mingyang, Li, Haojin et al.2025 · 15 citationsIEEE transactions on medical imaging. 2025;44(5):2307-2318
DiffMIC-v2: Medical Image Classification via Improved Diffusion Network.40031019 · Yang, Yijun, Fu, Huazhu, Aviles-Rivero, Angelica I et al.2025 · 36 citationsIEEE transactions on medical imaging. 2025;44(5):2244-2255
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