Special Issue Information Special Issue Call for Paper Other Special Issues on this journal Closed Special Issues
Recent Advances in Deep Learning Model Security

Recent Advances in Deep Learning Model Security

Journal
Impact Score 6.76

OFFICIAL WEBSITE

Special Issue Information

Submission Deadline: 20-06-2022
Journal Impact Score: 6.76
Journal Name: Pattern Recognition Letters
Publisher: Pattern Recognition Letters

Special Issue Call for Papers


Deep learning has been widely used in a vast number of applications, such as natural language processing, computer vision, decision making, data security, etc. To learn effective deep learning models, it requires a lot of time and efforts for data collection and computation power allocation. These models may be illegally distributed for unauthorized usages, which sacrifices the interest of the model owners. On the other hand, the deep learning models are also vulnerable to adversarial samples or poisoned training data. This severely reduces the accuracy and reliability of deep learning-based techniques. The research of deep learning model security is to ensure the authenticity and reliability of deep learning models against various attacks. It can be mainly categorized into the area of 1) deep learning model attacks, such as the adversarial sample generation, data poisoning, training data reconstruction, and 2) deep learning model defense, such as model watermarking, adversarial sample detection, adversarial training. The research on deep learning model security is still in its infancy, though some progress have been made, it is far from satisfactory towards training a robust and reliable model for deep learning-based applications.



This special issue aims at promoting the research on both the attacks and defense on deep learning models, which includes fast adversarial sample generation schemes, imperceptible data poisoning schemes, accurate training data reconstruction schemes, robust and traceable watermarking schemes for deep learning models, strategies for defending against the adversarial samples. Related researchers and engineers can contribute with original research that present their work. All submitted papers will be peer-reviewed and selected on the basis of both their quality and relevance to the theme of this special issue. Topics of interest for this special issue include, but are not limited to:



Topics of interest















 



Important Dates



Manuscript submission deadline: June 20, 2022



Final acceptance deadline: January 31, 2023



 



Submission instructions



Prospective authors are invited to upload their papers through the Editorial Manager system. The platform will start accepting submissions approximately one week before the submission period begins. When submitting your manuscript please select the article type “VSI:DLMS”. It is mandatory that the manuscripts be submitted by the deadline indicated. All manuscripts should adhere to the Journal’s guidelines: please take into account that Special Issue papers follow the same submission rules as regular articles.



All submissions deemed suitable to be sent for peer review will be evaluated by at least two independent reviewers. Once your manuscript is accepted, it will go into production, and will be simultaneously published in the current regular issue and pulled into the online Special Issue. Articles from this Special Issue will appear in different regular issues of the journal, though they will be clearly marked and branded as Special Issue articles.



Please see an example here: https://www.sciencedirect.com/journal/science-of-the-total-environment/special-issue/10SWS2W7VVV



Please make sure you have read the Guide for Authors before preparing your manuscript. The Guide for Authors and the link to submit your manuscript are available on the Journal’s homepage.



 



Guest Editors


Closed Special Issues

Publisher
Journal Details
Closing date
G2R Score
Recent Advances in Deep Learning Model Security

Recent Advances in Deep Learning Model Security

Pattern Recognition Letters
Closing date: 20-06-2022 G2R Score: 6.76
Visual dEscriptors for TexturE Recognition: from Gabor to deep leArNing (VETERAN)

Visual dEscriptors for TexturE Recognition: from Gabor to deep leArNing (VETERAN)

Pattern Recognition Letters
Closing date: 27-05-2022 G2R Score: 6.76
Pattern Recognition for Cyber-Physical-Social Services

Pattern Recognition for Cyber-Physical-Social Services

Pattern Recognition Letters
Closing date: 20-05-2022 G2R Score: 6.76
Deep Learning for Acoustic Sensor Array Processing (DL-ASAP)

Deep Learning for Acoustic Sensor Array Processing (DL-ASAP)

Pattern Recognition Letters
Closing date: 20-03-2022 G2R Score: 6.76
Self-Learning Systems and Pattern Recognition and Exploitation (SeLSPRE)

Self-Learning Systems and Pattern Recognition and Exploitation (SeLSPRE)

Pattern Recognition Letters
Closing date: 31-01-2022 G2R Score: 6.76
Computational Linguistics Processing in Indigenous Language (CLPIL)

Computational Linguistics Processing in Indigenous Language (CLPIL)

Pattern Recognition Letters
Closing date: 30-01-2022 G2R Score: 6.76
Few-shot Learning for Human-machine Interactions (FSL-HMI)

Few-shot Learning for Human-machine Interactions (FSL-HMI)

Pattern Recognition Letters
Closing date: 20-12-2021 G2R Score: 6.76
Mobile and Wearable Biometrics (VSI:MWB)

Mobile and Wearable Biometrics (VSI:MWB)

Pattern Recognition Letters
Closing date: 19-12-2021 G2R Score: 6.76
Application of Pattern Recognition in Digital world: Security, Privacy and Reliability (APRDW)

Application of Pattern Recognition in Digital world: Security, Privacy and Reliability (APRDW)

Pattern Recognition Letters
Closing date: 30-09-2021 G2R Score: 6.76
Multi-view Representation Learning and Multi-modal Information Representation

Multi-view Representation Learning and Multi-modal Information Representation

Pattern Recognition Letters
Closing date: 01-08-2021 G2R Score: 6.76
UNSUPERVISED PATTERN LEARNING, ANALYTICS & PREDICTION OF COVID-19 GLOBAL PANDEMIC (PR-COVID)

UNSUPERVISED PATTERN LEARNING, ANALYTICS & PREDICTION OF COVID-19 GLOBAL PANDEMIC (PR-COVID)

Pattern Recognition Letters
Closing date: 20-06-2021 G2R Score: 6.76
REAL-TIME COMPUTER VISION FOR ACCIDENT PREVENTION AND DETECTION (RT-APRED)

REAL-TIME COMPUTER VISION FOR ACCIDENT PREVENTION AND DETECTION (RT-APRED)

Pattern Recognition Letters
Closing date: 20-05-2021 G2R Score: 6.76
Biometric Presentation Attacks: handcrafted features versus deep learning approaches (BioPAth)

Biometric Presentation Attacks: handcrafted features versus deep learning approaches (BioPAth)

Pattern Recognition Letters
Closing date: 12-01-2021 G2R Score: 6.76
Pattern Recognition-driven User Experiences (PRUE)

Pattern Recognition-driven User Experiences (PRUE)

Pattern Recognition Letters
Closing date: 10-01-2021 G2R Score: 6.76
Deep Learning for Precise and Efficient Object Detection

Deep Learning for Precise and Efficient Object Detection

Pattern Recognition Letters
Closing date: 31-12-2020 G2R Score: 6.76
Implicit BIOmetric Authentication and Monitoring through Internet of Things

Implicit BIOmetric Authentication and Monitoring through Internet of Things

Pattern Recognition Letters
Closing date: 30-09-2020 G2R Score: 6.76
Advances in Human Action, Activity and Gesture Recognition (AHAAGR)

Advances in Human Action, Activity and Gesture Recognition (AHAAGR)

Pattern Recognition Letters
Closing date: 30-09-2020 G2R Score: 6.76
Advances in Digital Security: Biometrics and Forensics

Advances in Digital Security: Biometrics and Forensics

Pattern Recognition Letters
Closing date: 30-09-2020 G2R Score: 6.76
Capsule Networks for Biomedical Pattern Analysis (CNBPA)

Capsule Networks for Biomedical Pattern Analysis (CNBPA)

Pattern Recognition Letters
Closing date: 31-07-2020 G2R Score: 6.76
Advances in Human Action, Activity and Gesture Recognition (AHAAGR)

Advances in Human Action, Activity and Gesture Recognition (AHAAGR)

Pattern Recognition Letters
Closing date: 30-07-2020 G2R Score: 6.76
Digital Anastylosis of Frescoes challeNgE  (DAFNE)

Digital Anastylosis of Frescoes challeNgE (DAFNE)

Pattern Recognition Letters
Closing date: 20-06-2020 G2R Score: 6.76
Digital Anastylosis of Frescoes challeNgE (DAFNE)

Digital Anastylosis of Frescoes challeNgE (DAFNE)

Pattern Recognition Letters
Closing date: 20-06-2020 G2R Score: 6.76
Cross-Media Learning for Visual Question Answering (VQA)

Cross-Media Learning for Visual Question Answering (VQA)

Pattern Recognition Letters
Closing date: 05-06-2020 G2R Score: 6.76
Deep Learning Based Approaches in Signal Processing and IoT: A Pathway to Intelligent Systems (DLIOT)

Deep Learning Based Approaches in Signal Processing and IoT: A Pathway to Intelligent Systems (DLIOT)

Pattern Recognition Letters
Closing date: 30-04-2020 G2R Score: 6.76
Novel Data-Representation and Classification Techniques

Novel Data-Representation and Classification Techniques

Pattern Recognition Letters
Closing date: 31-03-2020 G2R Score: 6.76
Artificial Intelligence for Distributed Smart Sensing

Artificial Intelligence for Distributed Smart Sensing

Pattern Recognition Letters
Closing date: 30-03-2020 G2R Score: 6.76
Deep Multi-source Data Analysis (DMDA)

Deep Multi-source Data Analysis (DMDA)

Pattern Recognition Letters
Closing date: 31-01-2020 G2R Score: 6.76
Virtual  “Recent Advances in Statistical, Structural and Syntactic Pattern Recognition”

Virtual “Recent Advances in Statistical, Structural and Syntactic Pattern Recognition”

Pattern Recognition Letters
Closing date: 31-01-2020 G2R Score: 6.76
Pattern Recognition and Artificial Intelligence Techniques for Cultural Heritage special issue

Pattern Recognition and Artificial Intelligence Techniques for Cultural Heritage special issue

Pattern Recognition Letters
Closing date: 25-09-2019 G2R Score: 6.76
Deep Learning for Medical Imaging and Health Informatics

Deep Learning for Medical Imaging and Health Informatics

Pattern Recognition Letters
Closing date: 20-09-2019 G2R Score: 6.76
Topological Image Analysis and Recognition (TIAR)

Topological Image Analysis and Recognition (TIAR)

Pattern Recognition Letters
Closing date: 30-07-2019 G2R Score: 6.76
Virtual  “Pattern Recognition and Cognitive Assistants (PRCA)” at Pattern Recognition Letters Journal

Virtual “Pattern Recognition and Cognitive Assistants (PRCA)” at Pattern Recognition Letters Journal

Pattern Recognition Letters
Closing date: 05-07-2019 G2R Score: 6.76
Virtual  Smart Pattern Recognition for Medical Informatics (ACRONYM: SPRMI )

Virtual Smart Pattern Recognition for Medical Informatics (ACRONYM: SPRMI )

Pattern Recognition Letters
Closing date: 31-05-2019 G2R Score: 6.76
Intelligent Industrial Digital Forensics and Biocybernetics: Practices and Challenges

Intelligent Industrial Digital Forensics and Biocybernetics: Practices and Challenges

Pattern Recognition Letters
Closing date: 31-03-2019 G2R Score: 6.76
“DLVA: Advances in Deep Learning and Visual Analytics for Intelligent Surveillance Systems”

“DLVA: Advances in Deep Learning and Visual Analytics for Intelligent Surveillance Systems”

Pattern Recognition Letters
Closing date: 30-09-2018 G2R Score: 6.76
Virtual  Pattern Recognition Techniques for Non Verbal Human Behavior (NVHB)

Virtual Pattern Recognition Techniques for Non Verbal Human Behavior (NVHB)

Pattern Recognition Letters
Closing date: 31-07-2018 G2R Score: 6.76
Learning and Recognition for Assistive Computer Vision

Learning and Recognition for Assistive Computer Vision

Pattern Recognition Letters
Closing date: 15-06-2018 G2R Score: 6.76
Multiple-task Learning for Big Data (ML4BD)

Multiple-task Learning for Big Data (ML4BD)

Pattern Recognition Letters
Closing date: 31-03-2018 G2R Score: 6.76
Learning Compact Representations for Scalable Visual Recognition and Retrieval

Learning Compact Representations for Scalable Visual Recognition and Retrieval

Pattern Recognition Letters
Closing date: 31-01-2018 G2R Score: 6.76
Graphonomics for e-citizens: e-health, e-society, e-education

Graphonomics for e-citizens: e-health, e-society, e-education

Pattern Recognition Letters
Closing date: 25-01-2018 G2R Score: 6.76
Robustness, Security and Regulation Aspects in Current Biometric Systems (RSRA-BS)

Robustness, Security and Regulation Aspects in Current Biometric Systems (RSRA-BS)

Pattern Recognition Letters
Closing date: 30-09-2017 G2R Score: 6.76
Pattern Discovery from Multi-Source Data (PDMSD)

Pattern Discovery from Multi-Source Data (PDMSD)

Pattern Recognition Letters
Closing date: 31-05-2017 G2R Score: 6.76
Multimodal Fusion for Pattern Recognition (MFPR)

Multimodal Fusion for Pattern Recognition (MFPR)

Pattern Recognition Letters
Closing date: 16-05-2017 G2R Score: 6.76
Deep Learning for Pattern Recognition (DLPR)

Deep Learning for Pattern Recognition (DLPR)

Pattern Recognition Letters
Closing date: 15-03-2017 G2R Score: 6.76
Machine Learning and Applications in Artificial Intelligence

Machine Learning and Applications in Artificial Intelligence

Pattern Recognition Letters
Closing date: 31-01-2017 G2R Score: 6.76
Intelligent Pattern Recognition Applications for Computer Vision and Biomedical Signal Processing

Intelligent Pattern Recognition Applications for Computer Vision and Biomedical Signal Processing

Pattern Recognition Letters
Closing date: 01-11-2016 G2R Score: 6.76
Integrating Biometrics and Forensics

Integrating Biometrics and Forensics

Pattern Recognition Letters
Closing date: 01-11-2016 G2R Score: 6.76
Personalised and Context-sensitive Interfaces in the Wild

Personalised and Context-sensitive Interfaces in the Wild

Pattern Recognition Letters
Closing date: 30-10-2016 G2R Score: 6.76
User Profiling and Behavior Adaptation for Human-Robot Interaction

User Profiling and Behavior Adaptation for Human-Robot Interaction

Pattern Recognition Letters
Closing date: 30-09-2016 G2R Score: 6.76
Pattern Recognition Techniques on Data Mining

Pattern Recognition Techniques on Data Mining

Pattern Recognition Letters
Closing date: 15-04-2016 G2R Score: 6.76
Advances in Graph-based Pattern Recognition

Advances in Graph-based Pattern Recognition

Pattern Recognition Letters
Closing date: 15-11-2015 G2R Score: 6.76