百晓学者学者目录

黄文慧

副教授、博导、教授、讲师，山东师范大学

精选作品

期刊论文

2026

ABE-Mamba: Few-shot medical image segmentation via adversarial bidirectional enhanced Mamba

Bingjie Guo, Wenhui Huang, Xiaoyan Wang

Expert Systems With Applications，Vol. 298

DOI

2026

Mamba-Based Enhanced Multimodal Emotion Recognition with EEG Guidance.

Xiangle Ping, Wenhui Huang, Yuanjie Zheng

IEEE journal of biomedical and health informatics

DOI

2026

Uncertainty-Guided Incremental Gaussian Processes for Interactive Medical Image Segmentation

Zhen Pan, Wenhui Huang, Xiaoyan Wang, Huili Zhang, Yunfeng Shi

Biomedical Signal Processing and Control

DOI

2026

Text-Image Co-Alignment for Weakly Supervised Polyp Segmentation

Wenhui Huang, Zhen Pan, Xiao-Yang Wang, Ye-Di Zhang, Jingzhen He, James C. Gee, Yuanjie Zheng

IEEE Transactions on Medical Imaging

DOI

2026

LSDiff: Diffusion-Guided Level Set for Low-Contrast Lesion Boundary Segmentation

Wenshuo Li, Wenhui Huang, Jing Wang, James C. Gee, Yuanjie Zheng

IEEE Transactions on Circuits and Systems for Video Technology

DOI

2026

Adversarial Bidirectional Enhanced Mamba for Few-Shot Medical Image Segmentation

Bin Guo, Wenhui Huang

Lecture notes in computer science

DOI

2026

UASR: Uncertainty-Aware Structural Representation learning for medical in-context segmentation

Tong Tong, Wenhui Huang

Biomedical Signal Processing and Control

DOI

2026

SkinPolyFormer: Polygon-Driven Differentiable Segmentation with Mask Supervision for Skin Lesions

Tong Tong, Wenhui Huang, Jingzhen He

Lecture notes in computer science

DOI

2025

MambaMER: Adaptive EEG-Guided Multimodal Emotion Recognition with Mamba

Xiangle Ping, Wenhui Huang, Yuanjie Zheng

International Conference on Medical Image Computing and Computer-Assisted Intervention

DOI

2025

MAMBA-Based Weakly Supervised Medical Image Segmentation with Cross-Modal Textual Information

Zhen Pan, Wenhui Huang, Yuanjie Zheng

International Conference on Medical Image Computing and Computer-Assisted Intervention

DOI

2025

Rethinking interactive image matting as incremental Gaussian process regression problems

Bingjie Guo, Wenhui Huang

Knowledge-Based Systems

DOI

2025

Interactive EEG Emotion Recognition with Incremental Gaussian Processes

Xiangle Ping, Wenhui Huang

International Journal of Neural Systems

DOI

2024

HiDiffSeg: A hierarchical diffusion model for blood vessel segmentation in retinal fundus images

Wenhui Huang, Fengting Liu

Expert Systems With Applications，Vol. 253

DOI

2024

面向可信自动驾驶决策——一种具有安全保证的鲁棒强化学习方法（英文）

Xiangkun He, Wenhui Huang, Chen Lv

Engineering

2024

Arbitrary scale super-resolution diffusion model for brain MRI images

Zhitao Han, Wenhui Huang

Comput. Biol. Medicine

DOI

2024

Uncertainty Guided Incremental Interactive Medical Image Segmentation with Sparse Variational Gaussian Process

Zhen Pan, Huili Zhang, Mingquan Jin, Maoling Qin, Wenhui Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2024

Uncertainty-Guided Incremental Interactive EEG Emotion Recognition with Gaussian Process

Xiangle Ping, Huili Zhang, Mingquan Jin, Maoling Qin, Wenhui Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2024

Discrete residual diffusion model for high-resolution prostate MRI synthesis

Zhitao Han, Wenhui Huang

Physics in Medicine and Biology

DOI

2024

Unsupervised EEG-Based Seizure Anomaly Detection with Denoising Diffusion Probabilistic Models

Jiale Wang, Mengxue Sun, Wenhui Huang

International Journal of Neural Systems

DOI

2024

CorrDiff: Corrective Diffusion Model for Accurate MRI Brain Tumor Segmentation

Wenqing Li, Wenhui Huang, Yuanjie Zheng

IEEE Journal of Biomedical and Health Informatics

DOI

2023

ESDiff: a joint model for low-quality retinal image enhancement and vessel segmentation using a diffusion model

Feng-Ting Liu, Wenhui Huang

Biomedical Optics Express

DOI

2023

A Diffusion Model-Based Joint Dual-Task Network for Low-Quality Retinal Image Enhancement and Vessel Segmentation

Feng-Ting Liu, Wenhui Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2023

Joint Optic Disc and Cup Segmentation with Parallel Cooperative Diffusion Model

Wenqing Li, Wenhui Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2023

Prostate MRI Super-Resolution using Discrete Residual Diffusion Model

Zhitao Han, Wenhui Huang

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2023

Multi-spectral transformer with attention fusion for diabetic macular edema classification in multicolor image

Jingzhen He, Jingqi Song, Zeyu Han, Min Cui, Baojun Li, Qingtao Gong, Wenhui Huang

Soft Computing

DOI

2023

Context Matters: Advancing Knowledge Tracing in Online Learning with Enhanced Attention Mechanisms

Wenqing Li, Huili Zhang, Wenhui Huang

International Conference on Information Technology in Medicine and Education

DOI

2023

Enhancing gland segmentation in colon histology images using an instance-aware diffusion model

Mengxue Sun, Jiale Wang, Qingtao Gong, Wenhui Huang

Computers in Biology and Medicine

DOI

2023

Temporal contexts for motion tracking in ultrasound sequences with information bottleneck

Mengxue Sun, Wenhui Huang, Huili Zhang, Yunfeng Shi, Jiale Wang, Qingtao Gong, Xiaoyan Wang

Medical Physics

DOI

2023

Dual-Modal Information Bottleneck Network for Seizure Detection

Jiale Wang, Xinting Ge, Yunfeng Shi, Mengxue Sun, Qingtao Gong, Haipeng Wang, Wenhui Huang

International Journal of Neural Systems

DOI

2023

Instance-Aware Diffusion Model for Gland Segmentation in Colon Histology Images

Mengxue Sun, Wenhui Huang, Yuanjie Zheng

Lecture notes in computer science

DOI

2022

Information bottleneck-based interpretable multitask network for breast cancer classification and segmentation

Junxia Wang, Yuanjie Zheng, Jun Ma, Xinmeng Li, Chongjing Wang, James C. Gee, Haipeng Wang, Wenhui Huang

Medical Image Analysis

DOI

2022

Image Matting With Deep Gaussian Process

Yuanjie Zheng, Yunshuai Yang, Tongtong Che, Sujuan Hou, Wenhui Huang, Yue Gao, Ping Tan

IEEE Transactions on Neural Networks and Learning Systems

DOI

2021

Improving the classification ability of network utilizing fusion technique in contrast‐enhanced spectral mammography

Jingqi Song, Yuanjie Zheng, Chenxi Xu, Zhenxing Zou, Guocheng Ding, Wenhui Huang

Medical Physics

DOI

2021

Smart Education Under 5G+

Weikuan Jia, Xiaojie Li, Wenhui Huang, Hong Wang, Yuanjie Zheng, Haipeng Wang, Zhongyang Mao, Tiantian Tang

International Conference on Information Technology in Medicine and Education

DOI

2021

Exploiting Probabilistic Siamese Visual Tracking with a Conditional Variational Autoencoder

Wenhui Huang, Jason J. Gu, Peiyong Duan, Sujuan Hou, Yuanjie Zheng

Proceedings - IEEE International Conference on Robotics and Automation/Proceedings

DOI

2021

Depth-Aware Object Tracking With a Conditional Variational Autoencoder

Wenhui Huang, Jason J. Gu, Yinchen Guo

IEEE Access

DOI

2020

End-to-end multitask Siamese network with residual hierarchical attention for real-time object tracking

Wenhui Huang, Jason J. Gu, Xin Ma, Yibin Li

Applied Intelligence

DOI

2019

Joint Fine-Grained Components Continuously Enhance Chinese Word Embeddings

Chengyang Zhuang, Yuanjie Zheng, Wenhui Huang, Weikuan Jia

IEEE Access

DOI

预印本

2026

SICP-Mamba: Support-Information-Conditioned Progressive State-Space Modeling for Few-Shot Medical Image Segmentation

Wenxi Wang, Wenhui Huang

SSRN Electronic Journal

DOI

2026

Towards Safe Mobility: A Unified Transportation Foundation Model enabled by Open-Ended Vision-Language Dataset

Wenhui Huang, Songyan Zhang, Collister Chua, Yang Liang, Zhiqi Mao, Heng Yang, Chen Lv

arXiv preprint

2026

AutoMoT: A Unified Vision-Language-Action Model with Asynchronous Mixture-of-Transformers for End-to-End Autonomous Driving

Wenhui Huang, Songyan Zhang, Qihang Huang, Zhidong Wang, Zhiqi Mao, Collister Chua, Zhan Chen, Long Chen, Chen Lv

arXiv preprint

2026

RoboFoundry: System-as-Policy Evolution for Self-Learning Embodied Agents

Jingsong Liang, Shuhao Liao, Shizhe Zhang, Diyuan Hou, Yuxin Cai, Xinjian Deng, Chengyang He, Wenhui Huang, Runjia Tan, Zhidong Wang, Lan Yu, Xuesong Tian, Guillaume Sartoretti, Jie Luo, Yao Mu, Wenjun Wu, Wanhua Li, Chen Lv

arXiv preprint

2026

OccWAM: Occupancy World-Action Models with Joint Scene-to-Ego Flow Matching

Qihang Huang, Wenhui Huang, Collister Chua, Shiyu Fang, Zhan Chen, Songyan Zhang, Zhidong Wang, Daiying Tian, Chen Lv

arXiv preprint

2026

GeoWorldAD: Geometry World Action Model for Autonomous Driving

Songyan Zhang, Jinyuan Tian, Hanbing Li, Daqi Liu, Hao Chen, Wenhui Huang, Fang Li, Guang Chen, Hangjun Ye, Long Chen, Kuiyuan Yang, Chen Lv

arXiv preprint

2026

PlanWAM: Planning-Shaped Future Representations for End-to-End Autonomous Driving

Jinchang Xu, Hongda Yu, Fengwei Dong, Wenhui Huang, Xi Wei, Yongzhi Liu, Sunan Zhang, Jirao Wang, Chen Lv, Bingbing Li, Guodong Yin, Weichao Zhuang

arXiv preprint

2025

MoTVLA: A Vision-Language-Action Model with Unified Fast-Slow Reasoning

Wenhui Huang, Changhe Chen, Han Qi, Chen Lv, Yilun Du, Heng Yang

arXiv preprint

2025

OpenREAD: Reinforced Open-Ended Reasoning for End-to-End Autonomous Driving with LLM-as-Critic

Songyan Zhang, Wenhui Huang, Zhan Chen, Chua Jiahao Collister, Qihang Huang, Chen Lv

arXiv preprint

2024

WiseAD: Knowledge Augmented End-to-End Autonomous Driving with Vision-Language Model

Songyan Zhang, Wenhui Huang, Zihui Gao, Hao Chen, Chen Lv

arXiv preprint

2024

Hybrid-Prediction Integrated Planning for Autonomous Driving

Haochen Liu, Zhiyu Huang, Wenhui Huang, Haohan Yang, Xiaoyu Mo, Chen Lv

arXiv preprint

2023

Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation

Wenhui Huang, Yanxin Zhou, Xiangkun He, Chen Lv

arXiv preprint

DOI

2023

Learning Interaction-aware Motion Prediction Model for Decision-making in Autonomous Driving

Zhiyu Huang, Haochen Liu, Jingda Wu, Wenhui Huang, Chen Lv

arXiv preprint

2022

Sampling Efficient Deep Reinforcement Learning through Preference-Guided Stochastic Exploration

Wenhui Huang, Cong Zhang, Jingda Wu, Xiangkun He, Jie Zhang, Chen Lv

arXiv preprint

2022

Safe Decision-making for Lane-change of Autonomous Vehicles via Human Demonstration-aided Reinforcement Learning

Jingda Wu, Wenhui Huang, Niels de Boer, Yanghui Mo, Xiangkun He, Chen Lv

arXiv preprint

2021

Prioritized Experience-based Reinforcement Learning with Human Guidance for Autonomous Driving

Jingda Wu, Zhiyu Huang, Wenhui Huang, Chen Lv

arXiv preprint

DOI

2021

A Marker-free Head Tracker Using Vision-based Head Pose Estimation with Adaptive Kalman Filter

Zhongxu Hu, Chen Lv, Yanxin Zhou, Yiran Zhang, Wenhui Huang

arXiv preprint

2020

Learning to drive via Apprenticeship Learning and Deep Reinforcement Learning

Wenhui Huang, Francesco Braghin, Zhuo Wang

arXiv preprint

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