江倩(雲南大學軟體學院副教授)

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江倩,雲南大學軟體學院副教授,2019年8月至2021年7月在雲南大學軟體學院從事博士後研究,2021年7月被遴選為碩士生導師,2021年11月晉升副教授,先後主持國家自然科學基金2項,雲南省博士後基金會項目1項,雲南省博士後定向資助1項,雲南省博士研究生學術新人獎項目1項;在Information Sciences、Expert Systems with Applications、IEEE Transactions on Instrumentation & Measurement、IEEE Transactions on Emerging Topics in Computational Intelligence, IEEE Transactions on Cybernetics、IEEE Transactions on Geoscience and Remote Sensing、計算機輔助設計與圖形學學報、信息安全學報等雜誌發表論文20餘篇(H指數12,被引近800次),申請專利5項;獲得雲南省優秀博士研究生優秀成果獎、雲南省博士研究生學術新人獎、雲南省優秀博士論文。

教育背景,研究領域,科研項目,部分代表性學術論著,主要獲獎成果,個人專利,主要學術任職,

教育背景

2008.09 2012.06 湖南,中南大學,能源科學與工程學院,學士
2012.09 2015.06 湖南,中南大學,能源科學與工程學院,碩士
2015.07 2016.08 廣東,珠海格力電器股份有限公司,系統研究員
2016.09 2019.06 雲南,雲南大學,信息學院,博士

研究領域

1. 在深度學習套用領域,主要開展基於深度神經網路的圖像處理與生物信息學中的套用。
2. 在模糊集合理論方面,主要開展直覺模糊集合的度量理論研究,基於可解釋性幾何建模方法,研究針對具體套用的模糊度量理論模型。
3. 在圖像處理方面,基於模糊度量理論,研究針對圖像的模糊性特徵提取與表示方法,將其引入圖像融合領域;開展基於深度學習的圖像彩色化、超分辨研究。
4. 在信息安全方面,主要開展數字圖像取證技術方面研究,以圖像偽造特徵提取為基礎,利用深度學習技術開展偽造/虛假圖像的檢測研究。
5. 在生物信息學領域,主要關注蛋白質二級機構預測方面的研究。

科研項目

1. 雲南大學引進人才項目, 2022.01-2025.12,100萬,主持,在研
2. 結合多模態圖像融合的低空無人機檢測技術研究,國家自然科學基金, 2023.01-2026.12,33萬,主持,在研
3. 面向深度虛假圖像的偽造特徵提取及檢測模型研究,國家自然科學基金, 2021.01-2023.12,24萬,主持,在研
4. 多源微光圖像的融合研究,雲南省第五批博士後定向培養資助2020.01-2021.07,16萬,主持,已結題
5. 新型模糊集度量模型及其在微光圖像融合中的套用研究,雲南省博士後科學基金項目, 2020.01-2021.07,5萬,主持,已結題
6. 二型模糊理論及其套用研究,雲南省博士研究生學術新人獎項目, 2017.01-2018.06,2萬,主持,已結題
7. 基於ICM脈衝時間編碼的蛋白質序列特徵提取及二級結構預測研究,國家自然科學基金, 2019.01-2022.12,40萬,參與,在研
8. 分散式環境下高階張量分解關鍵技術研究,國家自然科學基金, 2018.01-2021.12,39萬,參與,已結題

部分代表性學術論著

第一作者或通訊作者期刊論文
[1] Qian Jiang; X. Jin; G. Chen; S. Lee; X. Cui; S. Yao; L. Wu; Two-scale decomposition-based multifocus image fusion framework combined with image morphology and Fuzzy Set Theory, Information Sciences, 2020, 541:442-474. (IF= 8.233 中科院SCI一區 TOP)
[2] Qian Jiang; X. Jin; S. Lee; S. Yao; A new similarity/distance measure between intuitionistic fuzzy sets based on the transformed isosceles triangles and its applications to pattern recognition, Expert Systems with Applications, 2019,116:439-453. (IF= 8.665 中科院SCI一區 TOP)
[3] Qian Jiang, Shinjye Lee, Xiaojun Zeng, Xin Jin, Jingyu Hou, Wei Zhou, Shaowen Yao, A Multi-focus Image Fusion Scheme Based on Similarity Measure of Transformed Isosceles Triangles between Intuitionistic Fuzzy Sets, IEEE Transactions on Instrumentation & Measurement, 2022, 71, pp. 1-15, Art no. 5013115. (中科院二區,IF= 5.332 )
[4] Qian Jiang, Xin Jin, Xiaohui Cui, Shaowen Yao, Keqin Li, Wei Zhou, A Lightweight Multimode Medical Image Fusion Method Using Similarity Measure between Intuitionistic Fuzzy Sets Joint Laplacian Pyramid, IEEE Transactions on Emerging Topics in Computational Intelligence, 2022, accepted. (中科院四區,IF= 4.851)
[5] Qian Jiang, Jinfang Huang, Xin Jin, Puming Wang, Wei Zhou, Shaowen Yao, Medical Image Fusion Using a New Entropy Measure between Intuitionistic Fuzzy Sets Joint Gaussian Curvature Filter, IEEE Transactions on Radiation and Plasma Medical Sciences, 2023, accepted.
[6] Qian Jiang; X. Jin; J. Hou; S. Lee; S. Yao; Multi-Sensor Image Fusion Based on Interval Type-2 Fuzzy Sets and Regional Features in Nonsubsampled Shearlet Transform Domain, IEEE Sensors Journal, 2018,18(6):2494-2505. (IF= 4.325 中科院SCI二區 Top)
[7] Qian Jiang, X. Jin, S. Lee and S. Yao, A Novel Multi-Focus Image Fusion Method Based on Stationary Wavelet Transform and Local Features of Fuzzy Sets, IEEE Access, vol. 5, pp. 20286-20302, 2017, doi: 10.1109/ACCESS.2017.2758644. (中科院SCI三區 IF= 3.476)
[8] Qian Jiang, X. Jin, S. Lee, S. Yao; Protein Secondary Structure Prediction: A Survey of the state of the art, Journal of Molecular Graphics and Modelling, 2017, 76: 379-402.(IF= 2.942 中科院SCI四區)
[9] 江倩, 彭小奇, 宋彥坡, 伍雁鵬, 浮選三相流中氣泡運動特性的數值模擬[J]. 工程科學學報. 2016, 38(03): 320-327. (EI)
[10] X. Jin; D. Zhou; Qian Jiang*(通訊); X. Chu; S. Yao; K. Li; W. Zhou*(通訊); How to Analyze the Neurodynamic Characteristics of Pulse-Coupled Neural Networks? A Theoretical Analysis and Case Study of Intersecting Cortical Model, IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2020.3043233, Early Access, 2020. (IF= 19.118 中科院SCI一區 TOP)
[11] X. Jin, S. Huang*(通訊), Qian Jiang*(通訊), S. Lee, L. Wu, S. Yao, Semi-Supervised Remote Sensing Image Fusion Using Multi-Scale Conditional Generative Adversarial network with Siamese Structure, IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2016, 461:325-338.(SCI,中科院二區,IF= 3.778 )
[12] Yi Zhao, Xin Jin, Song Gao, Liwen Wu, Shaowen Yao*, Qian Jiang*. TAN-GFD: generalizing face forgery detection based on texture information and adaptive noise mining. Applied Intelligence (2023).
[13] Yuting Feng, Xin Jin, Qian Jiang*, Quanli Wang, Lin Liu, Shaowen Yao, MPFINet: A Multilevel Parallel Feature Injection Network for Panchromatic and Multispectral Image Fusion, Remote Sensing, 2022, 14, 6118. (中科院二區Top,IF=5.349 , 2021級碩士研究生)
[14] Ding Zhou, Xin Jin, Qian Jiang*(通訊), Li Cai, Shin-jye Lee, Shaowen Yao, MCRD‐Net: An unsupervised dense network with multi‐scale convolutional block attention for multi‐focus image fusion, IET Image Processing, 16, 1558– 1574 (2022). (中科院,四區,IF=1.773,CCF推薦 C類) (2019級碩士研究生)
[15] J. Huang, X. Jin, S. Lee, S. Huang, Qian Jiang*(通訊), An effective similarity/distance measure between intuitionistic fuzzy sets based on the areas of transformed isosceles right triangle and its applications, Journal of Intelligent & Fuzzy Systems, vol. 40, no. 5, pp. 9289-9309, 2021. (IF=1.737 中科院SCI四區) (黃錦芳 2018級碩士研究生)
[16] M. Wu, X. Jin, Qian Jiang*(通訊), S. Lee, W. Liang, L. Guo, S. Yao. Remote sensing image colorization using symmetrical multi-scale DCGAN in YUV color space. The Visual Computer, 37:1707–1729, 2021. ( IF= 2.835 中科院SCI三區, CCF推薦 C類 ) (吳敏 2017級碩士研究生)
[17] S Huang, Y Yang, X Jin, Y Zhang, Qian Jiang*(通訊), S. Yao. Multi-Sensor Image Fusion Using Optimized Support Vector Machine and Multiscale Weighted Principal Component Analysis. Electronics. 2020; 9(9):1531. (IF= 2.690 中科院SCI三區) (黃珊珊 2018級碩士研究生)
[18] L Wu, S Huang, F Wu, Qian Jiang*(通訊), S Yao*(通訊), X. Jin. Protein Subnuclear Localization Based on Radius-SMOTE and Kernel Linear Discriminant Analysis Combined with Random Forest. Electronics. 2020; 9(10):1566. (IF= 2.690 中科院SCI三區)
[19] Nan Wu, Xin Jin, Qian Jiang*(通訊), Puming Wang, Ya Zhang, Shaowen Yao, Wei Zhou, Multi-semantic Path Neural Network for Deepfake Detection, Security and Communication Networks, Volume 2022 | Article ID 4976848 | (中科院SCI四區,CCF推薦C類)
[20] Defen He, Shuai Liu, Xin Jin, Shanshan Huanng, Qian Jiang*(通訊), An Overview of Image Forgery Detection, Current Chinese Computer Science, 2022, Accepted. (何德芬 2021級碩士研究生)
[21] 馮佳男, 江倩*, 金鑫, 李昕潔, 黃珊珊, 姚紹文,基於多尺度殘差感受域深度神經網路的遙感圖像彩色化, ,計算機輔助設計與圖形學學報, 2021, 33(11):10.(EI,CCF推薦 T1類)(馮佳男 2019級碩士研究生)
[22] 張亞,金鑫,江倩*(通訊),李昕潔,董云云,姚紹文,一種基於自動編碼器的深度偽造圖像檢測技術,計算機套用, 2021, 41(10):6.(CSCD, CCF推薦T2類) (張亞 2019級碩士研究生)
[23] J. Huang, X. Jin, D. Fang, S.-J. Lee, Qian Jiang*(通訊), S. Yao, "New Entropy and Distance Measures of Intuitionistic Fuzzy Sets," 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Glasgow, UK, 2020, pp. 1-8. (EI) (黃錦芳 2018級碩士研究生)
[24] M. Wu; X. Jin; Qian Jiang*(通訊); S. Lee; L. Guo; Y. Di; S. Huang; J. Huang, "Remote Sensing Image Colorization Based on Multiscale SEnet GAN," 2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, Suzhou, China, 2019, pp. 1-6. (EI) (吳敏 2017級碩士研究生)
[25] Ya Zhang, Xin Jin, Qian Jiang*(通訊), Yunyun Dong, Nan Wu, Shaowen Yao and Wei Zhou, Deepfake Detection Using Multiple Feature Fusion, Eighteenth IFIP WG 11.9 International Conference on Digital Forensics, 2022, accepted. (CCF 推薦C類) (張亞 2019級碩士研究生)
[26] Shuai Liu, 江倩*(通訊), Jin Xin, Zhenli He, Wei Zhou, Shaowen Yao, Qiannian Wang, Multiple Feature Mining based on Local Correlation and Frequency Information for Face Forgery Detection, 34th International Conference , on Tool with Artificial Intelligence (ICTAI 2022), accepted. (CCF推薦C類) (劉帥 2021級碩士研究生)
部分其他作者論文
[27] Jianan Feng, Qian Jiang, Ching-Hsun Tseng, Xin Jin, Ling Liu, Shaowen Yao, Wei Zhou, A Deep Multitask Convolutional Neural Network for Remote Sensing Image Super-resolution and Colorization, IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5407915.
[28] Hangying Liao, Qian Jiang, Xin Jin, Ling Liu, Lin Liu, Shin-Jye Lee, Wei Zhou. MUGAN: Thermal Infrared Image Colorization Using Mixed-Skipping UNet and Generative Adversarial Network, IEEE Transactions on Intelligent Vehicles, 2022, Accepted.
[29] Puming Wang, Xue Li, Xin Jin, Qian Jiang, Wei Zhou, Saowen Yao, Reinforcement Learning Architecture for Cyber-Physical-Social AI: State-of-the-Art and Perspectives, Artificial Intelligence Review, 2023, accepted. (SCI )
[30] Ling Liu, Qian Jiang, Xin Jin, Jianan Feng, Ruxin Wang, Hangying Liao, Shin-Jye Lee, Shaowen Yao, CASR-Net: A Color-Aware Super-Resolution Network for Panchromatic Image, Engineering Applications of Artificial Intelligence, 2022, Accepted. (劉玲 2020級碩士研究生)
[31] Xuan Wang, Xing Chu, Yunhe Meng, Guoguang Wen & Qian Jiang, Leaderless maneuver guidance and event-triggered formation control for distributed multi-space-robot systems. Nonlinear Dynamics (2022), In press.
[32] Wang Gaojian, Qian Jiang, Jin Xin, et al. MC-LCR: Multimodal contrastive classification by locally correlated representations for effective face forgery detection, Knowledge-Based Systems, 2022, 250: 109114. (汪高健 2019級碩士研究生) 8.139
[33] Gaojian Wang, Qian Jiang, Xin Jin, Xiaohui Cui, FFR_FD: Effective and Fast Detection of DeepFakes via Feature Point Defects, Information Sciences, 2022, 596:472-488. (汪高健 2019級碩士研究生)
[34] Gaojian Wang, Wei Li, Qian Jiang, Xin Jin; XiaoHui Cui, "Using Grayscale Frequency Statistic to Detect Manipulated Faces in Wavelet-Domain," 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2021, pp. 2986-2993, doi: 10.1109/SMC52423.2021.9658971.(CCF C類會議 汪高健 2019級碩士研究生)
[35] Hui Zeng, Ruxin Wang, Yan Huang, Xiaohui Cui, Qian Jiang," Scientific Rumors Detection in Short Online Texts, 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2021, pp. 1233-1240, doi: 10.1109/SMC52423.2021.9659056. (CCF C類會議 曾輝 2019級碩士研究生)
[36] Y P Wu, X Q Peng *, Qian Jiang, et al. An improved method of flotation froth image segmentation based on watershed transformation. Journal of Information Hiding and Multimedia Signal Processing, 2017, 8(1):238-247. (EI)

主要獲獎成果

1. 雲南省優秀博士論文,雲南省教育廳, 2022.4
2. 雲南省博士研究生學術新人獎, 雲南省教育廳, 2017
3. 雲南省博士研究生優秀成果獎, 雲南省教育廳, 2019
4. 博士研究生國家獎學金,教育部,2018
5. 雲南大學東陸英才獎學金,雲南大學,2018
6. ACM博士優秀論文提名獎,ACM協會中國成都分會,2020

個人專利

1. 江倩,金鑫,金辛,施盛棟,何有維,馮明,習修良,李淑婷,唐榕蔚,金櫻,一種微光多源圖像融合方法、系統及產品,2022.
2. 江倩,金鑫,崔曉暉,姚紹文,張亞,郭淋,黃錦芳.一種基於新型直覺模糊相似度測量技術的多聚焦圖像融合方法.(受理號201911362883X),申請日期:2020.06.02,已公開.
3. 金鑫,江倩,周維,儲星,姚紹文,黃錦芳,黃珊珊,武麗雯.基於二維Littlewood-Paley經驗小波變換的腦部圖像融合方法.(受理號201910160670.2),申請日期:2019.03.04,已公開.
4. 黃珊珊,江倩,金鑫,李昕潔,姚紹文,吳敏,周鼎. 一種半監督多光譜和全色遙感圖像融合方法和系統(受理號2020100990045),申請日期:2020.06.26,已公開. (黃珊珊 2018級碩士研究生)
5. 邸一得,金鑫,江倩,黃姍姍,周維,儲星,姚紹文,王雲.一種圖像彩色化方法、系統和計算機可讀存儲介質.(專利號2019114099829 ),申請日期:2019.12.31,已授權. (邸一得 2018級碩士研究生)

主要學術任職

ACM會員
IEEE Transactions on Fuzzy Systems、Knowledge-Based Systems、International Journal of Remote Sensing and Remote Sensing Letters、Journal of Molecular Graphics and Modelling、Journal of Intelligent and Fuzzy Systems、IEEE ACCESS、Songklanakarin Journal of Science and Technology、Journal of Imaging、Jordanian Journal of Computers and Information Technology等雜誌審稿人。

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