文娟

文娟，副教授，博士生导师。2019-2020年在美国佛罗里达大学农业与生物工程系担任访问学者，从事机器视觉相关研究。目前主要研究方向为自然语言处理、信息隐藏、生成式AI和大模型安全。在包括Expert Systems with Applications(IF 8.5 )、IEEE Transactions on Dependable and Secure Computing (IF 7.3)、IEEE Transactions on Information Forensics and Security (IF 6.8)、Information Sciences(IF 8.1 )、IEEE Signal Processing Letters (IF 3.9)、IH&MMSec（信息隐藏顶会）、《计算机学报》(CCF A)、《计算机科学》(CCF B)等在内的权威期刊和会议上发表自然语言处理、信息安全、人工智能领域SCI/EI论文五十余篇。主持国家自然科学基金1项，国家重点研发计划课题1项，其他项目7项。担任国际知名SCI期刊评审专家、人工智能CCF A类国际会议ACM MM审稿专家，中国计算机学会CCF B类期刊《计算机科学》审稿专家，国际会议技术委员会会委员及workshop主席。

中国人工智能学会CAAI会员

国际知名期刊及会议评审专家及技术委员会会委员：

计算机学科顶会 ACM MM2023 (CCF A) 审稿专家

计算机安全顶刊 IEEE Transactions on Information Forensics and Security 审稿专家

计算机安全顶刊 IEEE Transactions on Dependable and Secure Computing 审稿专家

China Information Hiding Workshop学术会议审稿专家

International Journal of Distributed Sensor Networks期刊审稿专家

ICSaid 学术会议审稿专家

CCF B期刊 计算机科学 审稿专家

International Journal of Electrical and Computer Engineering (IJECE)学术期刊审稿专家

Asian journal of research in computer science 学术期刊审稿专家

International Conference on Image, Vision and Intelligent Systems 学术会议组委会成员和审稿专家

The 2nd International Conference on Artificial Intelligence, Human-Computer Interaction and Robotics.(AIHCIR 2023)workshop主席和审稿专家

International CoInternational Conference on Image, Vision and Intelligent        Systemsnference on Image, Vision and Intelligent        Systems

自然语言处理、大模型AIGC检测、大语言模型攻击和防御、信息隐藏和隐写分析。

本科生课程：近十年课程数据

论文题目	刊物名称	收录类别	发表年月	第一作者或全部作者	第一作者单位	排名
Multi-task few-shot text steganalysis based on context-attentive prototypes	Expert Systems with Applications	SCI	2024			通讯作者
Adaptive domain-invariant feature extraction for cross-domain linguistic steganalysis	IEEE Transactions on Information Forensics and Security	SCI	2023			通讯作者
HDTC: Hybrid Model of Dual-Transformer and Convolutional Neural Network from RGB-D for Detection of Lettuce Growth Traits	2023 IEEE International Conference on Image Processing (ICIP)		2023
A Global Feature Fusion Network for Lettuce Growth Trait Detection	International Conference on Artificial Neural Networks		2023
SCL-Stega: Exploring Advanced Objective in Linguistic Steganalysis using Contrastive Learning	IH&MMSec ’23	CCF C	2023		中国农业大学	1/6
EM-BERT: A Language Model Based Method to Detect Encrypted Malicious Network Traffic	International Conference on Image, Vision and Intelligent Systems	EI	2023
Lifelong Learning for Text Steganalysis Based on Chronological Task Sequence	IEEE Signal Processing Letters	SCI	2022		中国农业大学	1/5
基于胶囊网络的多任务少样本文本隐写分析	计算机学报	CCF A/EI/卓越计划	2022		中国农业大学	通讯作者
Domain Adaptational Text Steganalysis Based on Transductive Learning	IH&MMSec ’22	CCF C	2022		中国农业大学	通讯作者
An Effective Linguistic Steganalysis Framework Based on Hierarchical Mutual Learning	Information Sciences	SCI	2022			通讯作者
Few-shot Text Steganalysis Based on Attentional Meta-learner	IH&MMSec ’22, June 27–28	CCF C	2022	Juan Wen
Dual-attention guided multi-scale network for single image super-resolution	Applied Intelligence	SCI	2022			1/2
Linguistic Steganalysis via Fusing Multi-granularity Attentional Text Features	Chinese Journal of Electronics	SCI	2022		中国农业大学	1/4
An overview of text steganalysis	Springer Nature Singapore	EI	2022
A Lightweight Dense Connected Approach with Attention on Single Image Super-Resolution	Electronics	SCI	2021			通讯作者
Research on a Safe and Reliable Agricultural Product Traceability System Driven by Permissioned BlockChain Technology	ICIVIS 2021		2021		中国农业大学
Linguistic Steganography Based on Adaptive Probability Distribution	IEEE Transactions on Dependable and Secure Computing	SCI	2021			4/6
Linguistic Steganography Based on Adaptive Probability Distribution	IEEE Transactions on Dependable and Secure Computing	SCI	2021			4/6
Transfer subspace learning based on structure preservation for JPEG image mismatched steganalysis	Signal Processing Image Communication	SCI	2021			4/5
An SVD-based adaptive robust speech steganography using MDCT coefficient	Multimedia Tools and Applications	SCI	2021			第一作者
基于神经网络机器翻译的自然语言信息隐藏	计算机科学	中文CCFB期刊	2021			通讯作者
An overview of Text Steganalysis	ICVIS2021	EI	2021			通讯作者
Product Customer Satisfaction Measurement Based on Multiple Online Consumer Review Features	Information (Switzerland)	EI	2021			通讯作者
A Lightweight Image Super-Resolution Network Based on ESRGAN for Rapid Tomato Leaf Disease Classification	ICIVIS2021	EI	2021			通讯作者
Crop Disease Classification on Inadequate Low-resolution Target Images	Sensors	SCI	2020.8	文娟	中国农业大学	第一作者
A Novel Feature Selection Model for JPEG Image Steganalysis	IWDW 2019		2020		中国农业大学	5/5
Shuffle block SRGAN for face image super-resolution reconstruction	Measurement & Control	SCI	2020.6		中国农业大学	通讯作者
Optimized CNN with Point-Wise Parametric Rectified Linear Unit for Spatial Image Steganalysis	Digital Forensics and Watermarking,	SCI	2020			4/5
Generating Steganographic Image Description by Dynamic Synonym Substitution	signal processing	SCI（10%~20%）	2019.11			4/5
Robust Speech Steganography using differential SVD	IEEE ACCESS	SCI	2019.10			6/6
A Novel Natural Language Steganographic Framework Based on Image Description Neutral Network	Journal of Visual Communication and Image Representation	SCI	2019.5	文娟	中国农业大学	1/5
A subspace learning-based method for JPEG mismatched steganalysis	Multimedia Tools and Applications	SCI	2019.4			3/5
Convolutional Neural Network Based Text Steganalysis	IEEE SIGNAL PROCESSING LETTERS	SCI（10%~20%）	2019.3	文娟	中国农业大学	1/4
A sharing multi-view feature selection method via Alternating Direction Method of Multipliers	Neurocomputing	SCI（10%~20%）	2019.3			3/4
Image Steganalysis in HighDimensional Feature Spaces with Proximal Support Vector Machine	International Journal of Digital Crime and Forensics	EI	2019.1			4/5
A Fast RFID Tag Anticollision Algorithm for Dynamic Arrival Scenarios Based on First-Come-First-Serve	Mobile Information Systems		2019		中国农业大学
A Hybrid R-BILSTM-C Neural Network Based Text Steganalysis	IEEE Signal Processing Letters	SCI	2019			2/4
Image Steganalysis in High-Dimensional Feature Spaces with Proximal Support Vector Machine	International Journal of Digital Crime and Forensics		2019
An adaptive steganographic scheme for H.264/AVC video with distortion optimization	Signal Processing Image Communication		2019
A novel natural language steganographic framework based on image description neural network	Journal of Visual Communication and Image Representation	SCI	2019			1/5
A Fast and Universal RFID Tag Anti-collision Algorithm for the Internet of Things	IEEE Access		2019
基于神经网络图像描述的自然语言信息隐藏	2018 China Information Hiding Workshop		2018.3	文娟	中国农业大学	1/4
基于图像描述的文本信息隐藏	北京邮电大学学报	EI	2018.12		中国农业大学	通讯作者
Improved High Capacity Spread Spectrum-Based Audio Watermarking by Hadamard Matrices	Lecture Notes in Computer Science, v 11378 LNCS, 2019	EI	2018.10			4/6
An Adaptive JPEG Steganographic Scheme Based on Run-Length Statistical Complexity	Chinese Journal of Electronics	SCI	2018.1	文娟	中国农业大学	1/5
Rejecting Character Recognition Errors Using CNN Based Confidence Estimation	Chinese Journal of Electronics		2016

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