Welcome to my homepage!(中文主页)

Qi Wang (Ph.D, Special-Term Professor)
is working with State Key Laboratory of Public Big Data, Guizhou University, China

Email: qiwang@gzu.edu.cn
Google Scholar: Qi.Wang
Address: Room 926, Chonghou Building of West Campus, Guizhou University, Huaxi Distriict, Guiyang City, Guizhou Province, China (550025)

Catalogue

Education| Research Experience| Research Interests| Publications| Porjects| Patents| Honors & Awards

Education

2018.07 ~ 2021.02：Ph.D., Engineering Technology, Hasselt University
2015.09 ~ 2020.12：Ph.D., Computer Application Engineering, Guangdong University of Technology
2011.09 ~ 2015.06：B.E., Electronic Information Engineering, Northwest University for Nationalities

Research Experience

2023/07 ~2024/07： Tsinghua University, Visiting scholar, supervisor: Yong-Jin Liu
2018.07 ~ 2021.02: Hasselt University, supervisor: Luc Claesen
2019.01 ~ 2019.04: JD AI Lab, supervisor: Tao mei, Wu Liu
2015.09 ~ 2020.12: Guangdong University of Technology, supervisor: Wenyin Liu

Research Interests

Artificial Intelligence; Smart Agriculture; Computer Vision; Plant Disease Image Analyze; Precision Agriculture; Plant Protection; Knowledge Discovery and Data Mining; Image analysis and understanding; Few-shot learning; Fine-grained analysis; Image captioning; Adversarial attack; Obiect detection; Image segmentation; Multi-view stereo; Depth estimation

Publications

  1. Kejun Zhao, Xingcai Wu, Yuanyuan Xiao, Sijun Jiang, Peijia Yu, Yazhou Wang, Qi Wang*. PlanText: Gradually Masked Guidance to Align Image Phenotype with Trait Description for Plant Disease Texts. Plant Phenomics, 2024.
  2. Qinglei Li, Qi Wang∗, Yongbin Qin, Xinyu Dong, Xingcai Wu, Shiming Chen, Wu Liu, Member, Yong-Jin Liu, Jiebo Luo. DRC: Discrete Representation Classifier with Salient Features via Fixed-prototype. IEEE Transactions on Circuits and Systems for Video Technology, 2024.
  3. Sijun Jiang, Xingcai Wu, Qi Wang*, Zhixun Pei, Yuxiang Wang, Jian Jin, Ying Guo, Runjiang Song, Liansheng Zang, Yong-Jin Liu. Auto-LIA: The Automated Vision-based Leaf Inclination Angle Measurement System Improves Monitoring of Plant Physiology. Plant Phenomics, 2024.
  4. Yaoxi Li, Xingcai Wu, Qi Wang∗, Zhixun Pei, Kejun Zhao, Panfeng Chen, Gefei Hao. CSNet: A Count-supervised Network via Multiscale MLP-Mixer for Wheat Ear Counting. Plant Phenomics, 2024.
  5. Hongyu Deng, Yushan Xie, Qi Wang*, Jianjun Wang, Weijian Ruan, Wu Liu, YongJin Liu. CDKM: Common and Distinct Knowledge Mining Network with Content Interaction for Dense Captioning. IEEE Transactions on Multimedia, 2024.
  6. Han Chen, Qi Wang*, Kailin Xie, Liang Lei, Xue Wu. MPF-Net: Multi-Projection Filtering Network for Few-Shot Object Detection. Applied Intelligence, 2024.
  7. Jinxiang Zhu, Qi Wang*, et al. FSNA: Few-Shot Object Detection via Neighborhood Information Adaption and All Attention. IEEE Transactions on Circuits and Systems for Video Technology, 2024.
  8. He Yuze, Bai Yushi, Lin Matthieu, Sheng Jenny, Hu Yubin, Qi Wang*, Wen Yu-Hui, Yong-Jin Liu. Text-Image Conditioned Diffusion for Consistent Text-to-3D Generation. CAGD, 2024:102292.
  9. Han Chen, Qi Wang*, Kailin Xie, Liang Lei, Matthieu Gaetan Lin, Tian lv, Yongjin Liu, Jiebo Luo. SD-FSOD: Self-Distillation Paradigm via Distribution Calibration for Few-Shot Object Detection. IEEE Transactions on Circuits and Systems for Video Technology, 2023.
  10. Xue Wu, Daohong Gong, Kejun Zhao, Dongyu Chen, Yangyang Gao, Qi Wang*, Yawen Dong Gefei Hao. Global research and development trends in plant growth regulators. Advanced Agrochem, 2023.11.
  11. Yanming Miao, Xianghong Tang, Qi Wang*, Liya Yu. GDENet: Graph Differential Equations Network for Traffic Flow Prediction. International Journal of Intelligent Systems, 2023.11.
  12. Xinyu Dong#, Kejun Zhao#, Qi Wang#*, Xingcai Wu#, Yuanqin Huang#, et al. PlantPAD: a platform for large-scale image phenomics analysis of disease in plant science. Nucleic Acids Research. 2023.10.
  13. Xingcai Wu, Kejun Zhao, Qianding Huang, Qi Wang*, Zhenguo Yang, Gefei Hao. MISL: Multi-grained Image-text Semantic Learning for Text-guided Image Inpainting. Pattern Recognition, 2024,145:109961.
  14. Ting Wen, Jian-Hong Li, Qi Wang*, Yang-Yang Gao, Ge-Fei Hao, and Bao-An Song. Thermal imaging: The digital eye facilitates high-throughput phenotyping traits of plant growth and stress responses. Science of The Total Environment, 2023, 899:165626.
  15. Qianding Huang, Xingcai Wu, Qi Wang*, Xinyu Dong, Liang Lei, Xue Wu, Yangyang Gao, and Gefei Hao. Knowledge Distillation Facilitates the Lightweight and Efficient of Plant Diseases Detection Model. Plant Phenomics, 2023, 05:0062.
  16. Xinyu Dong, Qi Wang*, Qianding Huang, Qinglong Ge, Kejun Zhao, Xingcai Wu, Xue Wu, Liang Lei, and Gefei Hao. PDDD-PreTrain: A series of common-used pre-trained models support image-based plant disease diagnosis. Plant Phenomics, 2023, 05:0054.
  17. Haolin Chen, Qi Wang*, Weijian Ruan, Jingxiang Zhu, Liang Lei, Xue Wu, Gefei Hao. ALFPN: Adaptive Learning Feature Pyramid Network for Small Object Detection. International Journal of Intelligent Systems, 2023.
  18. Xue Wu, Hongyu Deng, Qi Wang*, YangYang Gao, Liang Lei, Ge-Fei Hao. Meta-learning Shows Great Potential in Plant Diseases Recognition Under Few Available Samples. The Plant Journal. 2023, 03.
  19. Qi Wang, JianJun Wang, Hongyu Deng, Xue Wu, Yazhou Wang, Gefei Hao. AA-Trans: Core Attention Aggregating Transformer with Information Entropy Selector for Fine-grained Visual Classification. Pattern Recognition, 2023, 140:109547.
  20. Huizhou Zhou, Haoliang Zhao, Qi Wang*, Gefei Hao, Liang Lei. Miper-MVS: Multi-scale Itearative Probability Estimation with Refinement for Efficient Multi-View Stereo. Neural Networks, 2023, 164: 351-362.
  21. Qi Wang, Hongyu Deng, Xue Wu, Zhenguo Yang, Yun Liu, Yazhou Wang, Gefei Hao. LCM-Captioner: A Lightweight Text-based Image Captioning method with Collaborative Mechanism between Vision and Text. Neural Networks, 2023, 162: 318-329.
  22. Yancheng Sun, Yuling Chen, Peng Wu, Xuewei Wang, Q. Wang*. DRL: Dynamic Rebalance Learning for Adversarial Robustness of UAV with Long-Tailed Distribution, Computer Communications, 2023, 205:14-23.
  23. Yuling Chen, Hao Yang, Xuewei Wang, Qi Wang*, and Huiyu Zhou. 2023. GLH: From Global to Local Gradient Attacks with High-Frequency Momentum Guidance for Object Detection. Entropy 25, no. 3: 461.
  24. Huang, Yang, Yuling Chen, Xuewei Wang, Jing Yang, and Qi Wang*. Promoting Adversarial Transferability via Dual-Sampling Variance Aggregation and Feature Heterogeneity Attacks. Electronics. 2023; 12(3):767.
  25. Zhou, Huizhou, Haoliang Zhao, Qi Wang*, Liang Lei, Gefei Hao, Yusheng Xu, and Zhen Ye. EMO-MVS: Error-Aware Multi-Scale Iterative Variable Optimizer for Efficient Multi-View Stereo. Remote Sensing, 2022, 14(23):6085.
  26. Qi Wang, Jinxiang Lai, Luc Claesen, Zhengguo Yang, Liang lei, Wenyin Liu. A Novel Feature Representation: Aggregating Convolution Kernels for Image Retrieval. Neural Networks, 2020, 130: 1-10.
  27. Qi Wang, Xinchen Liu, Wu Liu, Anan Liu, Wenyin Liu, Tao Mei. MetaSearch: Incremental Product Search via Deep Meta-learning. IEEE Transactions on Image Processing, 2020, 29: 7549-7564.
  28. Qi Wang, Jinxiang Lai, Zhenguo Yang, Xu Kai, Kan Peipei, Liu Wenyin, Lei Liang. Improving Cross-dimensional Weighting Pooling with Multi-scale Feature Fusion for Image Retrieval. Neurocomputing, 2019, 363: 17-26.
  29. Qi Wang, Jingxiang Lai, et al. Beauty Product Image Retrieval Based on Multi-Feature Fusion and Feature Aggregation. In Proceedings of the 26th ACM international conference on Multimedia, 2018, pp. 2063-2067.
  30. YANG Jing, LI Bin, LI Shaobo, Qi Wang, YU Liya, HU Jianjun, YUAN Kun. Brain-inspired Continuous Learning: Technology, Application and Future. Journal of Electronics & Information Technology, 2022, 44(5): 1865-1878.
  31. Zhenguo Yang, Qing Li, Haoran Xie, Qi Wang, Wenyin Liu. Learning Representation from Multiple Media Domains for Enhanced Event Discovery. Pattern Recognition, 2021, 110:107640.
  32. Kai Xu, Qi Wang, et al. Biomedical Named Entity Recognition Based on Dictionary Attention GRU network. Computer Applications and Software, 2020, 37(5).
  33. K. Xu, Z. Yang, P. Kang, Q. Wang, and W. Liu. Document-Level Attention-Based BiLSTM-CRF Incorporating Disease Dictionary for Disease Named Entity Recognition. Computers in Biology and Medicine, vol. 108, pp. 122–132, 2019.

Porjects

  1. PI, Wang Qi, Natural Science Foundation of Guizhou Provincial Department of Science and Technology, 2022.04-2025.04, Research on fine-grained identification of tea tree leaf image diseases (100,000 RMB), Qiankehe Foundation-ZK [2022] General 108. Ongoing
  2. PI, Wang Qi, National Natural Science Foundation of China, 2022.01-2025.12, Theory and Research on Discrete Representation of Image Big Data (360,000 RMB), No. 62162008. Ongoing
  3. PI, Wang Qi, Guizhou University Cultivation Project, 2021.09-2024.9, Theoretical Research on Big Data Based on Plant Disease Images (55,000 RMB), No.20210042. Ongoing
  4. PI, Wang Qi, Special Gang Project of Guizhou University, 2021.06-2024.05, Research on Fine-grained Commodity Recognition with Small Samples (400,000 RMB), No. X2021227, Principal. Ongoing
  5. PI, Qi Wang, Belgium International Bilateral Scientific Cooperation Project-BOF 2020, 2020.01.01-2020.12.30, Deep Learning Content-Based Few-Shot Product Image Retrieval Algorithms and Architectures (15,900€), No. BOF20BL01. completed.

Patents

  1. A method for measuring plant leaf inclination based on binocular vision; 2022.12.17, CN202211625046.3
  2. A multispectral visual reconstruction method for agriculture based on visible light image; 2022.10.28, CN202211329001.1
  3. A linear classification method based on neural local connections; 2022.10.25, CN202211311775.1
  4. A neuronal connection method based on discrete sequence floating-point transformation; 2022.10.09, CN202211228230.4
  5. Construction and training method of lightweight target detection model for plant diseases and pests;2022.07.02, CN202210769212.0
  6. A composite pseudo-label fitting method based on high-dimensional data distribution; 2022.03.16, CN202210254810.4
  7. A reconstruction method for calculating feature map boundaries based on small-scale parameter matrix; 2022.03.10, CN202210229602.9
  8. An image feature extraction method based on weighted depth features; 2019.01.27, CN201910045648.3.
  9. Video key frame extraction method, system, equipment and storage media; 2018.05.28, CN201810523467.
  10. A target monitoring method, system, equipment and storage media; 2018.05.28, CN201810522083.
  11. A method, device and system for detecting the internal components of an object; 2017.09.07, CN2017108007464.
  12. A laser marking system and a laser marking method for on-line visual guidance; 2018.04.13, CN2017107367392.
  13. A flight marking system and control method based on general microscope and visual speed measurement; 2018.04.13, CN2017107361042.
  14. Automatic measurement system and measurement method based on feature point matching; 2016.06.08, CN2016104071109.
  15. 3D reconstruction system and its method for multiscale biaxial rotating laser images; 2015.12.22, CN201510980774X.
  16. Perspective projection machine learning image data annotation system and method; 2018.07.26, CN201810836149.

Honors & Awards

  1. JD AI STAR INTERN. Time: 03/2019
  2. National college students photoelectric design competition: Second place at school level and Third prize at national level. Time:5/2016
  3. The National information technology application level competition: Second prize at national level. Time:12/2013
  4. China robot competition and Robo-Cup open challenge: Second prize at national level. Time:10/2013
  5. The National electronic design competition: Second prize at Provincial level. Time:09/2013
  6. Freescale smart car race: Enter the northwest division preliminary contest. Time: 06/2013
  7. Gansu university student’s innovation cup application ability competition: Second prize at Provincial level. Time: 10/2012
  8. National electronic professionals design and skills competition: Third prize at Provincial level. Time: 06/2012
  9. National software professionals design and entrepreneurship competition: Honorable mention at national level. Time:03/2012