部门： 计算机学院、保密学院、软件学院
学科： 计算机科学与技术
职务：
职称： 副教授
指导资格： 硕士生导师
电话：
传真：
邮箱： j.guan@hrbeu.edu.cn
邮编： 150001
地址： 南通大街145号哈尔滨工程大学21A4009
关键，博士，副教授。IEEE Senior Member，中国计算机学会（CCF）语音对话与听觉专委会执行委员，黑龙江省人工智能学会听觉智能专委会委员，黑龙江省计算机学会智慧农业专委会副秘书长。ICASSP 2023分会主席（Session Chair），ICASSP 2024, ICASSP 2025领域主席（Area Chair）。
于吉林大学获得理学学士及工学硕士学位，博士毕业于哈尔滨工业大学，获工学博士学位。2014年10月至2017年1月，于英国萨里大学视觉语音信号处理中心（Centre for Vision Speech and Signal Processing, CVSSP）进行联合培养。
主要兴趣为人工智能技术驱动的信号处理基础理论及应用研究，研究内容包括：声学场景分析与事件检测、异音检测、跨模态音频内容理解与检索、声学信道建模、盲信号估计；遥感目标检测、多源遥感信息融合；稀疏表示方法及应用；深度学习理论及应用。
在上述领域累计发表学术论文80余篇，授权发明专利10余项。IEEE TSP，IEEE TIP, IEEE TASLP, IEEE TMM, IEEE TGRS，IEEE ICASSP/ICIP等学术期刊会议审稿人。
主要期刊论文：
15. J. Guan, Y. Liu, Q. Kong, F. Xiao, Q. Zhu, J. Tian, and W. Wang, "Transformer-based Autoencoder with ID Constraint for Unsupervised Anomalous Sound Detection", EURASIP Journal on Audio Speech and Music Processing, vol. 42, 2023. (SCI, JCR 2区)
14. J. Guan, M. Xie, Y. Lin, G. He, and P. Feng, "EARL: An Elliptical Distribution aided Adaptive Rotation Label Assignment for Oriented Object Detection in Remote Sensing Images", IEEE Transactions on Geoscience and Remote Sensing, 2023. (SCI, JCR 1区)
13. F. Xiao, J. Guan*, Q. Zhu, and W. Wang, "Graph Attention for Automated Audio Captioning", IEEE Signal Processing Letters, April, vol. 30, pp. 413-417, 2023. (SCI, JCR 2区)
12. G. He, Z. Dong, J. Guan, P. Feng, S. Jin and X. Zhang, "SAR and Multi-Spectral Data Fusion for Local Climate Zone Classification with Multi-Branch Convolutional Neural Network", Remote Sensing, 15(2):434, 2023. (SCI, JCR 1区)
11. F. Xiao, J. Guan*, H. Lan, Q. Zhu, and W. Wang, "Local Information Assisted Attention-Free Decoder for Audio Captioning", IEEE Signal Processing Letters, vol. 29, pp. 1604-1608, 2022. (SCI, JCR 2区)
10. J. Dong, L. Yang, C. Liu, J. Guan, "Distributed Analysis Dictionary Learning using a Diffusion Strategy", Neural Processing Letters, 2022. (SCI, JCR 3区)
9. J. Guan, J. Liu, P. Feng, W. Wang, "Multi-Scale Deep Neural Network with Two-Stage Loss for SAR Target Recognition with Small Training Set", IEEE Geoscience and Remote Sensing Letters, vol. 19, 2021. (SCI, JCR 1区)
8. F. Jia, X. Wang, J. Guan, et al., "WRGPruner: A New Model Pruning Solution for Tiny Salient Object Detection", Image and Vision Computing, 2021. (SCI, JCR 1区)
7. Y. Yuan, J. Guan*, P. Feng, Y. Wu, "A Practical Solution for SAR Despeckling with Adversarial Learning Generated Speckled-to-Speckled Images", IEEE Geoscience and Remote Sensing Letters, vol. 19, Dec., 2020. (SCI, JCR 1区)
6. D. Xu, J. Guan*, P. Feng, W. Wang, "Association Loss for Visual Object Detection", IEEE Signal Processing Letters, vol. 27, pp. 1435-1439, July, 2020.（D. Xu 2016级本科生, SCI, JCR 2区）
5. F. Jia, X. Wang, J. Guan, et al., "Bi-Connect Net for Salient Object Detection", Neurocomputing, vol. 384, pp. 142-155, April, 2020. (SCI, JCR 1区)
4. Y. Liu, V. Kilic, J. Guan, and W. Wang, "Audio-Visual Particle Flow SMC-PHD Filtering for Multi-Speaker Tracking", IEEE Transactions on Multimedia, vol. 22(4), pp. 934-948, April, 2020. (SCI, JCR 1区)
3. J. Dong, Z. Xue, J. Guan, Z. Han, and W. Wang, “Low Rank Matrix Completion Using Truncated Nuclear Norm and Sparse Based Regularizer”, Signal Processing: Image Communication, vol. 68, pp.76-87, Oct., 2018. (SCI, JCR 2区)
2. J. Guan, X. Wang, P. Feng, J. Dong, J. Chambers, Z. Jiang, and W. Wang, “Polynomial Dictionary Learning Algorithms in Sparse Representations”, Signal Processing, vol. 142, pp.492-503, Jan., 2018. (SCI, JCR 1区)
1. J. Guan, X. Wang, W. Wang, and L. Huang, “Sparse Blind Speech Deconvolution with Dynamic Range Regularization and Indicator Function”, Circuits, Systems, and Signal Processing, vol. 36(10), pp. 4145–4160, Oct., 2017. (SCI, JCR 2区)
主要会议论文：
36. X. Yang, S. Zhang, J. Guan*, F. Xiao, W. Lu, Q. Zhu, "Spectral-Temporal Fusion Representation for Person-in-Bed Detection", in Proc. of 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Hyderabad, India, April 6-11, 2025. (ICASSP 2025特邀投稿，该工作获得ICASSP 2025 SP Grand Challenge: Accelerometer-Based Person-in-Bed Detection冠军，X. Yang 2021级本科生)
35. Y. Zhang, Z. Bi, F. Xiao, X. Yang, Q. Zhu, J. Guan*, "Attacking Voice Anonymization Systems with Augmented Feature and Speaker Identity Difference", in Proc. of 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Hyderabad, India, April 6-11, 2025. (ICASSP 2025特邀投稿，该工作获得ICASSP 2025 SP Grand Challenge: The First VoicePrivacy Attacker Challenge前五名，Y. Zhang 2021级本科生)
34. H. Lan, S. Li, M. Xie, X. Zhao, H. Liu, P. Feng, D. Xu, G. He, J. Guan*, "Band Prompting Aided SAR and Multi-Spectral Data Fusion Framework for Local Climate Zone Classification", in Proc. of 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Hyderabad, India, April 6-11, 2025. (CCF B) (accepted)
33. J. Guan, J. Tian, Q. Zhu, F. Xiao, H. Zhang, X. Liu, "Disentangling Hierarchical Features for Anomalous Sound Detection Under Domain Shift", in Proc. of 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Hyderabad, India, April 6-11, 2025. (Top conference, CCF B) (accepted)
32. S. Fan, F. Xiao, W. Wang, S. Qi, Q. Zhu, W. Wang, J. Guan*, "Graph-Enhanced Dual-Stream Feature Fusion with Pre-Trained Model for Acoustic Traffic Monitoring", in Proc. of 50th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Hyderabad, India, April 6-11, 2025. (该工作获得DCASE2024任务10挑战冠军，所提方案获得DCASE 2024 Judges' Award)
31. X. Zhao, J. Guan*, C. Fan, D. Xu, Y. Lin, H. Pan, P. Feng, "FastDrag: Manipulate Anything in One Step", in Proc. of Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, Dec. 9-15, 2024. (Top conference, CCF A)
30. F. Xiao, J. Guan*, Q. Zhu, X. Liu, S. Qi, K. Zhang, J. Sun, W. Wang, "A Reference-free Metric for Language-Queried Audio Source Separation using Contrastive Language-Audio Pretraining", in Proc. of the International Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2024), Tokyo, Japan, Oct. 23-25, 2024.
29. S. Fan, W. Wang, F. Xiao, S. Zhang, Q. Zhu, J. Guan*, "Independent Feature Enhanced Crossmodal Fusion for Match-Mismatch Classification of Speech Stimulus and EEG Response", in Proc. of 14th International Symposium on Chinese Spoken Language Processing (ISCSLP 2024), Beijing, China, Nov. 7-10, 2024.
28. H. Lan, Q. Zhu, J. Guan*, Y. Wei, and W. Wang, "Hierarchical Metadata Information Constrained Self-Supervised Learning for Anomalous Sound Detection Under Domain Shift", in Proc. of 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024), Seoul, Korea, April 14-19, 2024. (Top conference, CCF B)
27. H. Zhang, Q. Zhu, J. Guan*, H. Liu, F. Xiao, J. Tian, X. Mei, X. Liu, and W. Wang, "First-Shot Unsupervised Anomalous Sound Detection With Unknown Anomalies Estimated by Metadata-Assisted Audio Generation", in Proc. of 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024), Seoul, Korea, April 14-19, 2024. (Top conference, CCF B)
26. H. Liu, P. Feng, M. Xie, D. Xu, J. Guan, G. He, and R. Zhang, "FPN with GMM based Feature Enhancement Strategy for Object Detection in Remote Sensing Images", in Proc. of 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024), Seoul, Korea, April 14-19, 2024. (CCF B)
25. W. Wang, B. Chen, B. Liu, X. Wang, L. Yang, W. Jiang, W. Ning, and J. Guan, "Mutual Information Assisted Graph Convolution Network for Cold-Start Recommendation", in Proc. of 49th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024), Seoul, Korea, April 14-19, 2024. (CCF B)
24. W. Wang, B. Liu, L. Shan, C. Sun, B. Chen, and J. Guan, "Preference Aware Dual Contrastive Learning for Item Cold-start Recommendation", in Proc. of 38th AAAI Conference on Artificial Intelligence (AAAI 2024), Vancouver, Canada, FEB. 20- 27, 2024. (Top conference, CCF A)
23. F. Xiao, Q. Zhu, J. Guan*, W. Wang, "Enhancing Audio Retrieval with Attention-based Encoder for Audio Feature Representation", in Proc. of 31st European Signal Processing Conference (EUSIPCO 2023), Helsinki, Finland, SEP. 4- 8, 2023.
22. H. Zhang, J. Guan*, Q. Zhu, F. Xiao, Y. Liu, "Anomalous Sound Detection Using Self-Attention-Based Frequency Pattern Analysis of Machine Sounds", in Proc. of INTERSPEECH 2023, Dublin, Ireland, AUG. 20 - 24, 2023. (Top conference, H. Zhang 2019级本科生, CCF C)
21. J. Guan, H. Yuan, P. Feng, G. He, S. Jin, "Polarization-Guided Strategy for Ship Detection in Single-Polarization SAR Images", in Proc. of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2023), Pasadena, USA, July 16 - 21, 2023. （遥感领域旗舰会议）
20. P. Feng, K. Wang, J. Guan*, G. He, S. Jin, "Spectral Masked Autoencoder for Few-shot Hyperspectral Image Classification", in Proc. of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2023), Pasadena, USA, July 16 - 21, 2023. （遥感领域旗舰会议）
19. J. Guan, Y. Liu, Q. Zhu, T. Zheng, J. Han, W. Wang, "Time-weighted Frequency Domain Audio Representation with GMM Estimator for Anomalous Sound Detection"，in Proc. of 48th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2023), Rhodes Island, Greece, June 4-10, 2023. (所提出时域加权特征频域表示方法仅有33k参数，取得不逊于主流深度学习方法性能，获得DCASE 2022任务2挑战第三名)
18. J. Guan, F. Xiao, Y. Liu, Q. Zhu, W. Wang, "Anomalous Sound Detection using Audio Representation with Machine ID based Contrastive Learning Pretraining"，in Proc. of 48th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2023), Rhodes Island, Greece, June 4-10, 2023. (Top conference, CCF B)
17. W. Wang, J. Guan*, X. Che, W. Wang, "MS-MLP: Multi-scale Smapling MLP for ECG Classification", in Proc. of 30th European Signal Processing Conference (EUSIPCO 2022), Belgrade, Serbia, AUG 29- SEP 2, 2022. (X. Che 2019级本科生)
16. Y. Liu, J. Guan*, Q. Zhu, W. Wang, "Anomalous Sound Detection using Spectral-Temporal Information Fusion"，in Proc. of 47th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2022), Singapore, May 22-27, 2022. ( Top conference，Y. Liu 2017级本科生, CCF B)
15. J. Guan, W. Wang, et al., "Low-dimensional Denoising Embedding Transformer for ECG Classification"，in Proc. of 46th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2021), Toronto, Canada, June 6-11, 2021. ( Top conference, CCF B)
14.P. Feng, Y. Lin, G. He, J. Guan*, et al., "A Dynamic End-to-end Fusion Filter for Local Climate Zone Classification using SAR and Multi-spectrum Remote Sensing Data", in Proc. of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2020), Hawaii, US, Sept. 26- Oct. 2, 2020. （遥感领域旗舰会议）
13.P. Feng, Y. Lin, J. Guan*, G. He, H. Shi, J. Chambers, "TOSO: Student's-T Distribution Aided One-stage Orientation Target Detection in Remote Sensing Images"，in Proc. of 45th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), Barcelona, Spain, May 4-8, 2020. (CCF B)
12.J. Guan, J. Liu, et al., "Meta Metric Learning for Highly Imbalanced Aerial Scene Classification"，in Proc. of 45th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), Barcelona, Spain, May 4-8, 2020. (CCF B)
11.J. Guan, L. Yin, et al.,“Enhanced Gaze Following via Object Detection and Human Pose Estimation”，in Proc. of 26th International Conference on Multimedia Modeling (MMM 2020), Daejeon, Korea, January 5-8, 2020. (CCF C)
10.F. Jia, X. Wang, J. Guan, et al., “Bi-directional Features Reuse Network for Salient Object Detection”, in Proc. of the 16th Pacific Rim International Conferences on Artificial Intelligence (PRICAI 2019), Nadi, Fiji, August 26-30, 2019. (CCF C)
9.Y. Wu, Y. Yuan, J. Guan, et al., “Joint Convolutional Neural Network for Small-scale Ship Classification in SAR Images”, in Proc. of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2019), Yokohama, Japan , July 28 - August 2, 2019. （遥感领域旗舰会议）
8.P. Feng, Y. Lin, J. Guan, et al, “Embranchment CNN based Local Climate Zone Classification using SAR and Multispectral Remote Sensing Data", in Proc. of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2019), Yokohama, Japan , July 28 - August 2, 2019.（遥感领域旗舰会议）
7.Q. Zhou, S. Qi, X. Wang, J. Guan and L. Yao, “Balance the Loss: Improving Deep Hash via Loss Weighting and Semantic Preserving”, in Proc. of IEEE International Conference on Multimedia and Expo 2018 (ICME 2018), San Diego, USA, July 23-27, 2018. (CCF B)
6.Y. Liu, X. Wang, S. Qi, J. Guan and L. Yao, “Pixel Meets Region: A Practical Framework for Salient Object Detection”, in Proc.of IEEE International Conference on Multimedia and Expo 2018 (ICME 2018), San Diego, USA, July 23-27, 2018. (CCF B)
5.J. Guan, X. Wang, Z. Xie, S. Qi, and W. Wang, “Joint L1-L2 Regularisation for Blind Speech Deconvolution”, in Proc. of Pacific-Rim Conference on Multimedia (PCM2017), Harbin, China, September 28-29, 2017. (CCF C)
4.J. Guan, X. Wang, S. Qi, J. Dong, and W. Wang, “Blind Speech Deconvolution via Pretrained Polynomial Dictionary and Sparse Representation”, in Proc. of Pacific-Rim Conference on Multimedia (PCM2017), Harbin, China, September 28-29, 2017. (CCF C)
3.J. Guan, X. Wang, P. Feng, J. Dong, and W. Wang, “Matrix of Polynomials Model based Polynomial Dictionary Learning Method for Acoustic Impulse Response Modeling”, in Proc. of Interspeech (INTERSPEECH 2017), Stockholm, Sweden, August 20-24, 2017.（Top conference，CCF C）
2.J. Guan, X. Wang, W. Wang, and Z. Xie, “Blind Deconvolution for Sparse Acoustic System”, in Proc. of the 11th IMA International Conference on Mathematics in Signal Processing, Brimingham, United Kingdom, December 12-14, 2016.
1.J. Guan, J. Dong, X. Wang, and W. Wang, “A Polynomial Dictionary Learning Method for Acoustic Impulse Response Modeling”, in Proc. of the 12th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2015), Liberec, Czech Republic, August 25-28, 2015.
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