学术论文

一、早期论文（2001—2009）20 篇

1. 崔光佐、程旭、佟冬、刘强. 面向处理器的系统级模拟、仿真及调试技术 —— 基于软硬件协同设计的新方法. 计算机研究与发展，2001 年第 03 期.
2. Liu, Q., et al. "Efficient Implementation of the RSA Crypto Processor in Deep Sub-micron Technology." ICISA ACNS2004, Jun. 2004.
3. Liu, Q.; Ma, F.; Tong, D.; Cheng, X. "A Regular Parallel RSA Processor." IEEE MWSCAS2004, Jul. 2004.
4. Liu, Q., et al. "A New Systolic Architecture without Global Broadcast." IEEE ICSP'04, Aug. 2004.
5. Liu, Q., et al. "高性能 RSA 密码处理器的设计与实现." 中国电子学会第十届青年学术年会，Sept. 2004.
6. Liu, Q., et al. "蒙哥马利模乘法算法到脉动阵列的规范映射方法." 计算机工程与应用，2004 年 40 卷 34 期.
7. Liu, Q., et al. "Public-key Cryptosystems on System-on-a-chip" (Oral Presentation). Croucher Foundation ASI on Cryptography and Wireless Security, City University of Hong Kong, Dec. 2004.
8. Liu, Q., et al. "Architectural Exploration for High Performance Public-Key Cryptography Systems." IEEE ASP-DAC 2005, Jan. 2005.
9. Liu, Q., et al. "Non-Interleaving Architecture for Hardware Implementation of Modular Multiplication." IEEE ISCAS 2005, May 2005.
10. Liu, Q., et al. "基于新型脉动阵列的 RSA 密码处理器." 北京大学学报：自然科学版，2005 年 41 卷 3 期.
11. Liu, Q., et al. "一款 RSA 模乘幂运算器的设计与实现." 电子学报，2005 年 33 卷 5 期.
12. Liu, Q., et al. "Design Features of a High Throughput RSA Cryptoprocessor." 北京大学学报：自然科学版，2005 年 41 卷 5 期.
13. Liu, Q., et al. "Architectural exploration of high performance Montgomery modular multipliers." MWSCAS 2005, Aug 2005.
14. Liu, Q., et al. "部分并行的蒙哥马利模乘法器实现研究." 电子学报，2006 年 34 卷 8 期.
15. Liu, Q., et al. "Digital Media Indexing on the Cell Processor." ICME 2007, Jul 2007.
16. Varbanescu, A.L.; Sips, H.; Ross, K.A.; Liu, Q.; Natsev, A.; Smith, J.R.; Liu, L. Running Applications on Cell BE — a Performance Study. CPC 2007, July 2007.
17. Varbanescu, A.L.; Sips, H.; Ross, K.A.; Liu, Q.; Liu, L.; Natsev, A.; Smith, J.R. An Effective Strategy for Porting C++ Applications on Cell. ICPP 2007, 10–14 September 2007.
18. Liu, Q., et al. "An MPEG4 Simple Profile Decoder on a Novel Multicore Architecture." CISP 2008, May 2008.
19. Liu, Q., et al. "Color Spatial Feature Extraction for Image Indexing — A Case Study on the Cell B. E. Processor." CISP 2008, May 2008.
20. Varbanescu, A.L.; Sips, H.; Ross, K.A.; Liu, Q.; Natsev, A.; Smith, J.R.; Liu, L. Evaluating application mapping scenarios on the Cell/B.E. Concurrency and Computation: Practice and Experience, 21, 2009: 85–100.

二、2021—20229 篇

21. Hu, Q.; Liu, N.; Wang, J.; Wu, Z.; Zhang, X.; Liu, Q.; Zhao, Y.; Xu, F. An overlapping sequence tagging mechanism for symptoms and details extraction on Chinese medical records. Computers & Electrical Engineering, 91, 2021: 107019.
22. Guo, Q.; Liu, Q.; Zhao, Y. Insights into the Structure and Dynamics of Imidazolium Ionic Liquid and Tetraethylene Glycol Dimethyl Ether Cosolvent Mixtures: A Molecular Dynamics Approach. Nanomaterials, 11(10), 2021: 2512.
23. He, J.; Liu, S.; Zhao, Y.; Liu, Q.; Dou, Y. Discussion on Conceptual Form of The Third Generation Camera Robot System. ICCST 2021.
24. Zhao, Y.; Zhou, H.; Lu, S.; Liu, Y.; An, X.; Liu, Q. Human activity recognition based on non-contact radar data and improved PCA method. Applied Sciences, 12(14), 2022: 7124.
25. An, X.; Liu, Y.; Zhao, Y.; Lu, S.; Stylios, G.K.; Liu, Q. Adaptive Motion Artifact Reduction in Wearable ECG Measurements Using Impedance Pneumography Signal. Sensors, 22(15), 2022: 5493.
26. He, J.; Zhang, M.; Xu, F.; Liu, Q.; Li, H. A Model Conversion Algorithm from URDF to DH for Camera Robot. CoST 2022.
27. Wei, Z.; Liu, W.; Yu, W.; Liu, X.; Yan, R.; Liu, Q.; Guo, Q. Multiple Parallel Fusion Network for Predicting Protein Subcellular Localization from Stimulated Raman Scattering (SRS) Microscopy Images in Living Cells. International Journal of Molecular Sciences, 23(18), 2022: 10827.
28. Wei, Z.; Liu, X.; Yan, R.; Sun, G.; Yu, W.; Liu, Q.; Guo, Q. Pixel-level multimodal fusion deep networks for predicting subcellular organelle localization from label-free live-cell imaging. Frontiers in Genetics, 13, 2022: 1002327.
29. Yan, R.; Zhang, F.; Huang, M.; Liu, W.; Hu, D.; Li, J.; Liu, Q.; Jiang, J.; Guo, Q.; Zheng, L. Cainnflow: Convolutional block attention modules and invertible neural networks flow for anomaly detection and localization tasks. arXiv preprint arXiv:2206.01992, 2022.

三、202310 篇

30. Yu, W.; Sun, G.; Guo, Q.; Liu, Q. Global output feedback control for large-scale time-delay systems with inherent nonlinearities and measurement uncertainty. International Journal of Robust and Nonlinear Control, 33(6), 2023: 3874–3888.
31. Wang, D.; Zhu, H.; Micheal, M.; Tang, X.; Li, Q.; Yi, X.; Sun, D.; Yu, B.; Liu, Q. Coupled heat-fluid-solid numerical study on heat extraction potential of hot dry rocks based on discrete fracture network mode. Energy Geoscience, 2023: 100159.
32. Hu, L.; Wang, Y.; Jiang, Y.; Yan, Y.; Yang, L.; Pan, Y.; Zhang, X.; Yang, L.; Liu, Q.; Wang, Q. N-ion-implanted ZnO microtubes for highly-efficient UV detection. Optical Materials, 2023, 138: 113683.
33. Xu, Y.; Xu, F.; Liu, Q.; Chen, J. Improved First-Order Motion Model of Image Animation with Enhanced Dense Motion and Repair Ability. Applied Sciences, 13(7), 2023: 4137.
34. Yu, Y.; Song, G.; Zhao, Y.; Liang, J.; Liu, Q. Prediction of vestibular schwannoma surgical outcome using deep neural network. World Neurosurgery, 2023.
35. Zhou, H.; Zhao, Y.; Liu, Y.; Lu, S.; An, X.; Liu, Q. Multi-Sensor Data Fusion and CNN-LSTM Model for Human Activity Recognition System. Sensors, 23(10), 2023: 4750.
36. Yu, W.; Deng, Z.; Guo, Q.; Liu, Q. Bisimulations for delayed switched Boolean control networks and its application in controllability. IET Control Theory & Applications, 2023.
37. Zhao, Y.; Liu, Y.; Zhou, H.; Wei, Y.; Yu, Y.; Lu, S.; An, X.; Liu, Q. Intelligent Gateway Based Human Cardiopulmonary Health Monitoring System. Journal of Sensors, 2023.
38. 刘新锐、滕达、卢思超、郭前进、刘强. 基于深度学习的点云语义分割研究综述. 北京石油化工学院学报，(02), 2023: 54–61.
39. Huang, Y.; Zhang, J.; An, L.; Yang, Y.; Wu, Y.; Liu, R.; Jin, Y.; Liu, Q.; Shi, Q.; Liang, Y. "Synergetic effect of MXene/MoS₂ heterostructure and gradient multilayer for highly sensitive flexible piezoelectric sensor." Polymer, 286 (2023): 126399.

四、202424 篇

40. Yu, W.; Gao, K.; Zhou, H.; Liu, Q. "Global output feedback control of feedforward nonlinear time-delay systems with unknown growth rate and unknown measurement sensitivity." Control Theory and Technology, 22(1), 2024: 122–134.
41. Yu, Y.; Wang, X.; Yang, Q.; Liu, Q. "Probability Conditional Guidance Fundus Image Enhancement." ICAICA 2023, pp. 317–321. IEEE, 2023.
42. Luo, Y.; Cui, X.; Liu, Q. Asia Chapter Annual Regional Meeting 2023.
43. He, C.; Wei, Y.; Wei, Y.; Liu, Q.; An, X. Dynamic Electrocardiogram Signal Quality Assessment Method Based on Convolutional Neural Network and Long Short-Term Memory Network. Big Data and Cognitive Computing, 8(6), 2024: 57. DOI: 10.3390/bdcc8060057 ESCI · Scopus Q1 · IF 4.4
44. Cui, X.; Zhu, Z.; Liu, L.; Zhou, Q.; Liu, Q. Anomaly detection in consumer review analytics for idea generation in product innovation: Comparing machine learning and deep learning techniques. Technovation, 134, 2024: 103028. DOI: 10.1016/j.technovation.2024.103028 （SCI TOP 一区，IF 11.1，CiteScore 15.1）
45. 戚栋铭、杨强、刘强. 基于近红外光谱的无创血糖检测系统研究综述[J]. 北京石油化工学院学报，2024, 32(02): 5–10+59.
46. Xia, Y.; Ou, Z.; Tan, L.; Liu, Q.; Cui, Y.; Teng, D.; Zhao, D. "Cervical-YOSA: Utilizing prompt engineering and pre-trained large-scale models for automated segmentation of multi-sequence MRI images in cervical cancer." IET Image Processing, 18(12), 16 Oct 2024: 3556–3569. DOI: 10.1049/ipr2.13194 Open Access
47. Luo, Y.; Cui, X.; Liu, Q.; Zhou, Q.; Zhang, Y. "Identifying exaggeration in ESG reports using machine learning techniques." Data and Information Management, 2024: 100084.
48. Lin, Q.; Shi, Q.; Fu, J.; Zhang, W.; Liu, Q.; Wu, Y. "A flexible wearable sensor based on improving the piezoelectric layer performance of sandwich structures with micro-/mesopores for communication with the deaf-mute." Journal of Alloys and Compounds, 2024: 177646.
49. Zong, Z.; Zhang, Z.; Wang, X.; Chen, Y.; Yu, Y.; Liu, Q.; Yang, Q. "Automatic segmentation of choroid layer based on improved U-Net model." 2024 IEEE Belt and Road Congress on AI for Sustainable Development.
50. 吕昊乾、杜雨卿、刘强、杨强、于延锁. Attention U²Net：一种基于深度学习方法的眼结膜血管识别模型. 第二届光学工程前沿交叉科学大会.
51. 杜雨卿、吕昊乾、刘强、杨强、于延锁. 基于 Deeplabv3plus 的实时瞳孔与虹膜识别图像分割方法. 第二届光学工程前沿交叉科学大会.
52. Gao, J.; Zong, Z.; Yang, Q.; Liu, Q. "An Enhanced UNet-based Framework for Robust Depth Completion of Transparent Objects from Single RGB-D Images." CISAT 2024, pp. 458–462. IEEE, 2024.
53. Zhao, J.; Guo, Y.; Chen, W.; Yuan, P.; Peng, D.; Zhang, X.; Li, J.; Wang, W.; Liu, Q. 3D-UGCN: A Unified Graph Convolutional Network for Robust 3D Human Pose Estimation from Monocular RGB Images. AICON 2024.
54. Luo, Y.; Yang, T.; Li, Q.; Liu, Q.; Cui, X. Unmasking ESG Exaggerations Using Generative Artificial Intelligence. The 24th International Conference on Electronic Business (ICEB 2024).
55. Yang, T.; Luo, Y.; Cui, X.; Liu, Q. When Machine Meets Mind: A Two-staged Literature Review on AI Applications in Mental Health. The 24th International Conference on Electronic Business (ICEB 2024), Zhuhai, China, 24–28 Oct 2024. Conference paper
56. Yin, C.; Wang, X.; Cao, Q.; Liu, Q.; Yang, Q. Conditional generative model for super-resolution of low-quality color fundus photographs. CAIT 2024.
57. Lv, H.; Du, Y.; Yang, M.; Qi, Y.; Chen, Y.; Liu, Q.; Yang, Q. CVNet: segmentation-assisted laser diagnosis of conjunctiva vessels based on deep learning. Applied Optics, 64(19), 2025: 5584–5592. DOI: 10.1364/AO.553741 SCI · JCR Q3
58. Qi, Y.; Zhen, B.; Wang, J.; Zhao, S.; Yu, Y.; Liu, Q. Deep Learning for Joint Scleral and Scleral Vessel Segmentation: A Comparative Study. Medinformatics, 2026, 3(1): 10–21. DOI: 10.47852/bonviewMEDIN52025662 Published online 2025-08-13
59. Ji, X.; Wang, M.; Wang, W.; Liu, Q. Enhancing small object detection for HCI: BRA-YOLO algorithm with RealSense 3D trajectory tracking.
60. Zhen, B.; Yu, Y.; Liu, Q.; et al. Low-Rank Fine-Tuning Meets Cross-modal Analysis: A Robust Framework for Age-Related Macular Degeneration Categorization.
61. Liu, Z.; Wang, W.; Liu, Q.; et al. Multimodal Sign Language Knowledge Graph and Representation: Text, Video KeyFrames, and Motion Trajectories.
62. 张娜、刘强、余卫勇、于延锁、安翔. 《新工科背景下机器学习课程教学创新实践》[J]. 现代教育论坛，2024（4）
63. An, X.; Shi, S.; Wang, Q.; Yu, Y.; Liu, Q. Research on a Lightweight Arrhythmia Classification Model Based on Knowledge Distillation for Wearable Single-Lead ECG Monitoring Systems. Sensors, 24(24), 2024: 7896. DOI: 10.3390/s24247896 SCI · MDPI · 知识蒸馏 · 可穿戴ECG

五、202510 篇

64. Liu, Z.; Han, Y.; Mu, R.; Yang, M.; Lv, H.; Du, Y.; Qi, Y.; Yong, Q.; Yang, S.; Yang, Q.; Liu, Q. A Fast Cell Detection Method for Imaging Flow Cytometry Based on Improved YOLOv12.
65. Han, Y.; Liu, Z.; Mu, R.; Yang, M.; Lv, H.; Du, Y.; Qi, Y.; Yong, Q.; Yang, S.; Yang, Q.; Liu, Q. PA-YOLO: A Practical Approach to Cell Detection Using Imaging Flow Cytometry.
66. 张娜、刘强、刘学君、余卫勇. 《制药类专业人工智能通识课课程实践教学创新与探索——以北京石油化工学院〈人工智能导论〉为例》[J]. 发展教育学，2025, 6(3)
67. 张娜、刘强、滕达. 《"产出导向、学用一体"理念下《人工智能导论》课程三维教学改革研究》[J]. 教育教学研究，2025, 7(8)
68. Yang, M.; Liu, M.; Wang, X.; Lv, H.; Du, Y.; Qi, Y.; Wang, Z.; Yang, Q.; Liu, Q. Noninvasive Blood Glucose Monitoring via Vein Visualization-Guided Confocal Raman Spectroscopy and Heterogeneous Ensemble Learning. ACS Photonics, 12(11), 2025: 6211–6225. DOI: 10.1021/acsphotonics.5c01694 SCI · JCR Q1
69. Huang, Y.; Zhang, J.; An, L.; Yang, Y.; Shi, Q.; Wu, Y.; Liu, R.; Jin, Y.; Liu, Q. "Highly sensitive and breathable flexible piezoelectric sensors based on gradient multilayer structure PAN/MXene/MoS₂ composite fiber film for human motion recognition."
70. Wang, X.; Gong, D.; Chen, Y.; Zong, Z.; Li, M.; Fan, K.; Jia, L.; Cao, Q.; Liu, Q.; Yang, Q. "Hybrid CNN-Mamba model for multi-scale fundus image enhancement." Biomedical Optics Express, 16(3), 2025: 1104–1117.
71. Wang, X.; Liu, C.; Mu, R.; Chen, Y.; Gong, D.; Yang, Q.; Liu, Q. Translation of Fundus Image to Fundus Fluorescein Angiography Boosted by Structure Self-Supervised Representation Cycle Learning. Curr Med Imaging, 2025: 21: e15734056374967.
72. Li, S.; He, S.; Yang, Q.; Liu, Q.; Dai, C.; Liu, J.; Wang, Y.; Sun, R. The influence of color on depth perception in static and motion three-dimensional conditions. AOPC 2025: Optical Sensing, Imaging, Communications, Display, and Biomedical Optics, Proc. SPIE 13958, 1395824, 2025. DOI: 10.1117/12.3078572 EI · SPIE
73. Wang, X.; Cai, M.; Mu, R.; Liu, C.; Han, Y.; Xie, Z.; Li, D.; An, X.; Li, J.; Niu, C.; Yang, Q.; Liu, Q. Photoacoustic Microscopy Imaging and Region-Specific Segmentation of Ileocecal Malignant Tumor and Mixed Hemorrhoid Tissue Sections. Journal of Biophotonics, 2025: e202500169. DOI: 10.1002/jbio.202500169 SCI · Wiley · 光声显微 · 肠道肿瘤/混合痔

六、20267 篇

74. Liu, Z.; Yong, Q.; Han, Y.; Chen, L.; Lu, Y.; Mu, R.; Yang, M.; Zhang, H.; Yang, S.; Yang, Q.; Liu, Q. YOLO-AF: An Improved Lightweight Architecture for Real-Time Cell Detection in Imaging Flow Cytometry. International Journal of Pattern Recognition and Artificial Intelligence, 2026. DOI: 10.1142/S0218001426570065 Published
75. Liu, Q.; Li, S.; Yang, Q.; Dai, C.; He, S.; Shigemasu, H. Influence of Multi-Cue Interaction on Human Depth Perception in Three-Dimensional Space. Sensors, 26(2), 2026: 413. DOI: 10.3390/s26020413 SCI · JCR Q2
76. Wang, W.; Li, J.; Liu, Q. EA-GCN: Efficient Additive 3D Graph Attention Networks for Skeleton-Based Action Recognition. Proceedings of VRCAI 2025. New York: ACM, 2025: 1–11. DOI: 10.1145/3779232.3779268 ACM · 2026-02-05 出版
77. Li, S.; He, S.; Yang, Q.; Liu, Q.; Dai, C.; Wu, Z.; Liu, J.; Wang, Y.; Shigemasu, H. Influence of color and motion parallax cues on depth perception based on psychophysical and machine learning methods. Under Review
78. Yu, Y.; Qi, Y.; Zhao, S.; Qi, H.; Li, W.; Zhang, H.; Teng, D.; Liu, Q.; et al. Segmentation and Multimodal Fusion for Ocular Region Understanding: A Review. Medinformatics. Under Review
79. Han, Y.; Yong, Q.; Liu, Z.; Mu, R.; Yang, M.; Lv, H.; Du, Y.; Qi, Y.; Zhang, H.; Yang, S.; Yang, Q.; Liu, Q. Acquisition-adaptive high-throughput minute target detection framework for label-free imaging flow cytometry. Optical Review, 2026. DOI: 10.1007/s10043-026-01054-6 Published · 2026-05-11
80. Mu, R.; Guo, S.; Xie, Z.; Li, D.; An, X.; Li, J.; Han, Y.; Liu, Z.; Niu, C.; Yang, Q.; Liu, Q. Optical-Resolution Photoacoustic Microscopy–Based Virtual Staining: A Wavelet-Enhanced Contrastive Translation Approach With Structure Preservation. Journal of Biophotonics, 19, 2026: e70308. DOI: 10.1002/jbio.70308 SCI · Wiley · 光声虚拟染色 · 结直肠癌

统计概要