近五年部分发表论文著作：

 期刊论文：

[1] ABVnet: Adapter-based fine-tuning Bimodal ViTs Network for Dynamic Facial Expression Recognition In-the-wild, Information Fusion, 2026. （中科院1区，JCR Q1）

[2] Generative Data-Engine Foundation Model for Universal Few-Shot 2D Vascular Image Segmentation, Medical Image Analysis, 2026. （中科院1区，JCR Q1）

[3] GraphMorph: Equilibrium Adjustment Regularized Dual-Stream GCN for 4D-CT Lung Imaging with Sliding Motion, Neurocomputing, 2026. （中科院2区，JCR Q1）

[4] APP-Net: A Physics-Constrained Joint Prior-Guided Network for CBCT Metal Artifact Reduction, Biomedical Signal Processing and Control, 2026. （中科院2区，JCR Q1）

[5] Time series Decomposition and Fusion-based Granger causality network for nonlinear causal inference: Application in emotion brain network analysis using EEG signals, Biomedical Signal Processing and Control, 2026. （中科院2区，JCR Q1）

[6] PhysioMotion Artifact: A Task-Driven EEG Dataset with Channel-Level Motion Artifact Annotations, Scientific Data, 2026. （中科院2区，JCR Q1）

[7] ESNN: End-to-End Shuttle Neural Network for Major Depressive Disorder Recognition via Electroencephalographic signals, IRBM, 2026. （中科院2区，JCR Q2）

[8] TTFNet: Temporal-Frequency Features Fusion Network for Speech Based Automatic Depression Recognition and Assessment, IEEE Journal of Biomedical and Health Informatics, 2025. （中科院1区，JCR Q1）

[9] Twin-ViMReg: DXR Driven Synthetic Dynamic Standing-CBCTs Through Twin Vision Mamba-based 2D/3D Registration, Computerized Medical Imaging and Graphics, 2025. （中科院2区，JCR Q1）

[10] WS-BiLSTM-MA: Wavelet Scattering-Based BiLSTM With Mixed Attention Block for MDD Recognition Using Multichannel EEG Signals, IEEE Transactions on Instrumentation and Measurement, 2025. （中科院2区，JCR Q1）

[11] Virtual Reality-Based Stroop Test for Mild Cognitive Impairment Detection via KWS-TA-CNN-PE Network Using Eye-Tracking Signals, IEEE Internet of Things Journal, 2025. （中科院1区，JCR Q1）

[12] TIGC-Net: Transformer-Improved Graph Convolution Network for Spatio-Temporal Prediction, Biomedical Signal Processing and Control, 2025. （中科院2区，JCR Q1）

[13] Multi-Scale Cascaded with Cross-Attention Network-Based Deformation Vector Field Estimation for Motion-Compensated 4D-CBCT Reconstruction, IEEE Transactions on Computational Imaging, 2025. （中科院2区，JCR Q1）

[14] LW-CTrans: A Lightweight Hybrid Network of CNN and Transformer for 3D Medical Image Segmentation, Medical Image Analysis, 2025. （中科院1区，JCR Q1）

[15] WUTrans: Whole-spectrum Unilateral-Query-secured Transformer for 4D CBCT Reconstruction, Biomedical Signal Processing and Control, 2025. （中科院2区，JCR Q1）

[16] Ictal-onset localization through effective connectivity analysis based on RNN-GC with intracranial EEG signals in patients with epilepsy, Brain Informatics, 2024. 

[17] Exploration of interictal to ictal transition in epileptic seizures using a neural mass model, Cognitive Neurodynamics, 2024. （中科院2区，JCR Q1）

[18] Coarse-to-fine learning for planning CT-enhanced limited-angle CBCT reconstruction, IEEE Transactions on Instrumentation and Measurement, 2024. （中科院1区，JCR Q1）

[19] Cas-PRED: A limited-angle cone beam CT reconstruction research based on prior information, IEEE Transactions on Instrumentation and Measurement, 2024. （中科院1区，JCR Q1）

[20] CT-Net: Cascaded T-shape network using spectral redundancy for dual-energy CT limited-angle reconstruction, Biomedical Signal Processing and Control, 2023. （中科院2区，JCR Q1）

[21] SPEAR-Net: Self-prior enhanced artifact removal network for limited-angle DECT, IEEE Transactions on Instrumentation and Measurement,  2023. （中科院1区，JCR Q1）

[22] Epileptic seizure prediction using deep neural networks via transfer learning and multi-feature fusion, International Journal of Neural Systems, 2022. （中科院1区，JCR Q1）

[23] Investigation of two neural mass models for DCM-based effective connectivity inference in temporal epilepsy, Computer Methods and Programs in Biomedicine, 2022. （中科院2区，JCR Q1）

[24] Convolutional modulation theory: a bridge between convolutional neural networks and signal modulation theory, Neurocomputing, 2022. （中科院2区，JCR Q1）

[25] Deformable transformer for endoscopic video super-resolution, Biomedical Signal Processing and Control, 2022. （中科院2区，JCR Q1）

[26] CCE-net: a rib fracture diagnosis network based on contralateral, contextual, and edge enhanced modules, Biomedical Signal Processing and Control, 2022. （中科院2区，JCR Q2）

[27] Robust restoration of low-dose cerebral perfusion CT images using NCS-unet, Nuclear Science and Techniques, 2022. （中科院1区，JCR Q1）

会议论文：  

[1] Spatial Graph Distillation Transfer for Depression Detection with Few-Channel EEG Signals, in 2026 IEEE International Conference on Multimedia and Expo (ICME).  (CCF B)

[2] A Consistent Learing Depression Detection Framework Integrating Multi-view Attention, in 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026. （CCF B）

[3] CTF-DANN: Improving Depression Detection via Domain Adaptation with Cross-Channel Temporal-Frequency Attention in EEG Signals, in 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026. （CCF B）

[4] Dual Contrastive Learing For Semi-Supervised Domain Adaptation In Bi-modal Depression Recognition, in 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026. （CCF B）

[5] Time Series Decomposition And Fusion-based Granger Causality Network For Nonlinear Causal Inference，in 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026. （CCF B）

[6] Bimodal Fusion Framework for Dynamic Facial Expression Recognition in-the-Wild, in 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026. （CCF B） 

[7] Semantic-Aware Multimodal Fusion with Cross-Scale Features for Alzheimer’s Disease Detection，in Proceedings of the 48th Annual Meeting of the Cognitive Science Society (CogSci), Rio de Janeiro, Brazil, 2026.（CCF B）

[8] Enhancing Gait Recognition with Unified Spatiotemporal Feature Extraction: A Deep Neural Network Approach, in 2025 10th International Conference on Biomedical Signal and Image Processing (ICBIP), 2025. （EI）

[9] Depression Detection Based on Recursive Joint Specific Cross-Modal Fusion Enhanced by Multi-Modal Features, in 2025 10th International Conference on Biomedical Signal and Image Processing (ICBIP),2025. （EI）

[10] STGE-Former: Spatial-Temporal Graph-Enhanced Transformer for EEG-Based Major Depressive Disorder Detection, in 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025. （CCF B）

[11] KWS-TA-CNN Network: Towards Lightweight Mild Cognitive Impairment Detection Using Eye-Tracking Signals from Virtual Reality Stroop Test, in Proceedings of the 47th Annual Meeting of the Cognitive Science Society (CogSci), 2025. （CCF B）

[12] Clinical insight-augmented multi-view learning for alzheimer’s detection in retinal OCTA images, in 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024. （CCF B）

[13] Multiscale low-frequency memory network for improved feature extraction in convolutional neural networks, in Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI), 2024. （CCF A）

[14] Spinal lesions classification and localization with ACAT-Net from X-ray images, in Proceedings of the 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM),2023. （CCF B）

[15] Specific-modal spatial guidance and feature enhancement for multi-modal brain tumor segmentation, in Proceedings of the 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2023. （CCF B）

[16] TSUnet-CC: Temporal spectrogram Unet embedding cross channel-wise attention mechanism for MDD identification, in Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC),  2023. （生物医学工程顶会）

[17] Spatio-temporal attention graph convolution network for functional connectome classification, in 47th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. （CCF B）

近年指导学生部分获奖情况：

本科生：

[1] 第十届全国大学生生物医学工程创新设计竞赛, 国家级二等奖，2025。

[2] 第六届江苏省大学生生物医学工程创新设计大赛, 三等奖，2025。

[3] 第五届江苏省大学生生物医学工程创新设计大赛, 三等奖，2024。(两组)

研究生：

[1] 第七届中国研究生人工智能创新大赛，国家级二等奖，2025。

[2] 第十届全国大学生生物医学工程创新设计竞赛, 国家级二等奖，2025。

[3] 第六届江苏省大学生生物医学工程创新设计大赛, 三等奖，2025。

[4] 第六届中国研究生人工智能创新大赛, 国家级二等奖，2024。

[5] 第五届江苏省大学生生物医学工程创新设计大赛, 三等奖，2024。(两组)