Deepfakes Detection Techniques Using Deep Learning: A Survey

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"Deepfakes Detection Techniques Using Deep Learning: A Survey"
written by Abdulqader M. Almars,
published by Journal of Computer and Communications, Vol.9 No.5, 2021

has been cited by the following article(s):

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[14]	AN ENHANCED CONVOLUTIONAL NEURAL NETWORK FOR DETECTING DEEPFAKE VIDEOS
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[15]	L'injonction à la transparence: un levier réglementaire à double tranchant pour les organisations
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[17]	Detecting Deepfake Human Face Images Using Transfer Learning: A Comparative Study
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[22]	Application Of Deep Learning For Image Deepfake Detector Using Convolutional Neural Network Algorithm
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[36]	A comparative analysis and study of a fast parallel cnn based deepfake video detection model with feature selection (fpc-dfm)
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[37]	Comparison of Different Machine Learning Algorithms for Deep Fake Detection
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[39]	Exploring Deepfakes-Creation Techniques Detection Strategies and Emerging Challenges: A Survey
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[40]	Video normalization in identifying fake videos using a long short-term memory model
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[41]	Fake Video Detection Model Using Hybrid Deep Learning Techniques
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[42]	A novel blind tamper detection and localization scheme for multiple faces in digital images
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[45]	A systematic review on deepfake technology
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[46]	Deepfake Detection using Biological Features: A Survey
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[47]	Revealing and Classification of Deepfakes Video's Images using a Customize Convolution Neural Network Model
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[48]	A Performance Enhancement of Deepfake Video Detection through the use of a Hybrid CNN Deep Learning Model
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[49]	Impact of Deepfake Technology on FinTech Applications
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[50]	A Proposed Model for Fake Media Detection Using Deep Learning Techniques
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[51]	Fakequipo: Deep Fake Detection
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[53]	Investigation of Deep Fake Images Using Pre-Trained CNN Frameworks
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[54]	Deepfake Audio Detection
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[55]	Deepfake Detection in Videos and Picture: Analysis of Deep Learning Models and Dataset
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[56]	Scene and Texture Based Feature Set for DeepFake Video Detection
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[57]	Challenges of Face Image Authentication and Suggested Solutions
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[58]	Fake news detection in internet using deep learning: a review
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[59]	Deepfake Audio Detection with Neural Networks Using Audio Features
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[60]	Hann: Hybrid attention neural network for detecting covid-19 related rumors
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[61]	DeepFake and its Enabling Techniques: A Review
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[62]	Engaging with deepfakes: a meta-synthesis from the perspective of social shaping of technology theory
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[63]	Quick Classification of Xception And Resnet-50 Models on Deepfake Video Using Local Binary Pattern
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[64]	Auditing metaverse requires multimodal deep learning
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[65]	Fake Faces Detection Based on an Auto-Encoder Network (Application Developed on Jetson Nano)
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[66]	Analysis Survey on Deepfake detection and Recognition with Convolutional Neural Networks
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[67]	Detecting and mitigating the dissemination of fake news: Challenges and future research opportunities
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[68]	A survey on deepfake video detection techniques using deep learning
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[69]	Detecting deep fakes inside social media
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[70]	Comparative analysis of deepfake image detection method using convolutional neural network
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[71]	From puppet-master creation to false detection
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[72]	ШВИДКІСТЬ НАВЧАННЯ ЗГОРТКОВИХ НЕЙРОННИХ МЕРЕЖ НА GPU ТА CPU ДЛЯ ВИЯВЛЕННЯ СИНТЕЗОВАНОЇ МОВИ ЗА ДОПОМОГОЮ СПЕКТРОГРАМ
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[73]	Do Instructional Strategies Impact Students' Situational Interests in Learning Mathematics? A Case Study of Secondary School Students in Guyana


[74]	Video Authenticity Detection Using Web-Enabled Techniques


[75]	Psycho-social Impact of Deepfake Content in Entertainment Media


[76]	Review on Unmasking Deepfake Technology:“Challenges and Solutions for Detection”


[77]	THE INFLUENCE OF AI ALGORITHMS ON SOCIAL MEDIA


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[79]	DEEPFAKE DYSTOPIA: NAVIGATING THE LANDSCAPE OF THREATS AND SAFEGUARDS IN MULTIMEDIA CONTENT


[80]	SPRINGER LINK

[1]	SLM-DFS: A systematic literature map of deepfake spread on social media Alexandria Engineering Journal, 2025 DOI:10.1016/j.aej.2024.10.076

[2]	Face image authentication scheme based on MTCNN and SLT Multimedia Tools and Applications, 2025 DOI:10.1007/s11042-025-20684-7

[3]	Artificial Intelligence and Political Deepfakes: Shaping Citizen Perceptions Through Misinformation Journal of Creative Communications, 2025 DOI:10.1177/09732586241277335

[4]	Deep Inception V5 Convolution Neural Network as Latent Features Supervision Network Towards Deep Fake Detection 2024 International Conference on Emerging Research in Computational Science (ICERCS), 2024 DOI:10.1109/ICERCS63125.2024.10895414

[5]	A New Approach for Deepfake Detection with the Choquet Fuzzy Integral Applied Sciences, 2024 DOI:10.3390/app14167216

[6]	Detecting and Mitigating the Dissemination of Fake News: Challenges and Future Research Opportunities IEEE Transactions on Computational Social Systems, 2024 DOI:10.1109/TCSS.2022.3177359

[7]	Deep Fake Identification Made Efficient: The Power of EfficientNetV2-B1 2024 4th Asian Conference on Innovation in Technology (ASIANCON), 2024 DOI:10.1109/ASIANCON62057.2024.10838210

[8]	Exploring deepfake technology: creation, consequences and countermeasures Human-Intelligent Systems Integration, 2024 DOI:10.1007/s42454-024-00054-8

[9]	Görsel İletişimde Manipülasyon: Deepfake Teknolojisi ile Hazırlanan Megafon Reklamının Göstergebilimsel Analizi Kent Akademisi, 2024 DOI:10.35674/kent.1457805

[10]	SecureVision: Advanced Cybersecurity Deepfake Detection with Big Data Analytics Sensors, 2024 DOI:10.3390/s24196300

[11]	A comprehensive survey of detecting deepfakes techniques ANNUAL SYMPOSIUM ON APPLIED AND INNOVATION TECHNOLOGICAL ENVIRONMENT 2023 (ASAITE2023): Smart Technology based on Revolution Industry 4.0 and Society 5.0, 2024 DOI:10.1063/5.0228224

[12]	The carnivalesque celebration of a slack laborer icon on a talent show: Civic engagement, commercialization, and political control International Journal of Cultural Studies, 2024 DOI:10.1177/13678779241268092

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[14]	Role of human physiology and facial biomechanics towards building robust deepfake detectors: A comprehensive survey and analysis Computer Science Review, 2024 DOI:10.1016/j.cosrev.2024.100677

[15]	Impact of Deepfake Technology on Children: Risks and Consequences 2024 IEEE 22nd Jubilee International Symposium on Intelligent Systems and Informatics (SISY), 2024 DOI:10.1109/SISY62279.2024.10737593

[16]	Employing Deep Learning Approaches to Detect Deepfake Attributes in Videos 2024 10th International Conference on Advanced Computing and Communication Systems (ICACCS), 2024 DOI:10.1109/ICACCS60874.2024.10717261

[17]	A Review of Deepfake Techniques: Architecture, Detection, and Datasets IEEE Access, 2024 DOI:10.1109/ACCESS.2024.3477257

[18]	Power Engineering and Intelligent Systems Lecture Notes in Electrical Engineering, 2024 DOI:10.1007/978-981-97-6714-4_11

[19]	Quefrency Approach to Audio Deepfake Detection 2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2024 DOI:10.1109/APSIPAASC63619.2025.10848775

[20]	Investigation of deep fake video detection THE FOURTH AL-NOOR INTERNATIONAL CONFERENCE FOR SCIENCE AND TECHNOLOGY (4NICST2022), 2024 DOI:10.1063/5.0202454

[21]	Analysis of the Relationship Between Narrative and Immersion as an Example of a Virtual Human-based K-POP Music Show JOURNAL OF BROADCAST ENGINEERING, 2024 DOI:10.5909/JBE.2024.29.2.169

[22]	Fake Faces Unveiled: A Comprehensive Study on Detecting Generated Facial Images 2024 International Conference on Automation and Computation (AUTOCOM), 2024 DOI:10.1109/AUTOCOM60220.2024.10486084

[23]	Investigation of deep fake video detection THE FOURTH AL-NOOR INTERNATIONAL CONFERENCE FOR SCIENCE AND TECHNOLOGY (4NICST2022), 2024 DOI:10.1063/5.0202454

[24]	Analysis of the Relationship Between Narrative and Immersion as an Example of a Virtual Human-based K-POP Music Show JOURNAL OF BROADCAST ENGINEERING, 2024 DOI:10.5909/JBE.2024.29.2.169

[25]	Fake Faces Unveiled: A Comprehensive Study on Detecting Generated Facial Images 2024 International Conference on Automation and Computation (AUTOCOM), 2024 DOI:10.1109/AUTOCOM60220.2024.10486084

[26]	Hybrid Deep Learning Model Based on GAN and RESNET for Detecting Fake Faces IEEE Access, 2024 DOI:10.1109/ACCESS.2024.3416910

[27]	Deepfakes: current and future trends Artificial Intelligence Review, 2024 DOI:10.1007/s10462-023-10679-x

[28]	A Comprehensive Study on Mitigating Synthetic Identity Threats Using Deepfake Detection Mechanisms 2024 14th International Conference on Cloud Computing, Data Science & Engineering (Confluence), 2024 DOI:10.1109/Confluence60223.2024.10463324

[29]	Unmasking deepfakes: A systematic review of deepfake detection and generation techniques using artificial intelligence Expert Systems with Applications, 2024 DOI:10.1016/j.eswa.2024.124260

[30]	The Nexus of ISTE Standards and Academic Progress: A Mapping Analysis of Empirical Studies TechTrends, 2024 DOI:10.1007/s11528-024-00973-y

[31]	A Comparative Study of DenseNet121 and InceptionResNetV2 model for DeepFake Image Detection 2024 3rd International Conference on Applied Artificial Intelligence and Computing (ICAAIC), 2024 DOI:10.1109/ICAAIC60222.2024.10575164

[32]	A Bibliometric Analysis of Deepfakes : Trends, Applications and Challenges ICST Transactions on Scalable Information Systems, 2024 DOI:10.4108/eetsis.4883

[33]	The carnivalesque celebration of a slack laborer icon on a talent show: Civic engagement, commercialization, and political control International Journal of Cultural Studies, 2024 DOI:10.1177/13678779241268092

[34]	Deepfake Video Detection System Using Deep Neural Networks 2023 IEEE International Conference on Integrated Circuits and Communication Systems (ICICACS), 2023 DOI:10.1109/ICICACS57338.2023.10099618

[35]	Exploring Generative Adversarial Networks (GANs) for Deepfake Detection: A Systematic Literature Review 2023 International Workshop on Artificial Intelligence and Image Processing (IWAIIP), 2023 DOI:10.1109/IWAIIP58158.2023.10462832

[36]	Image Analysis and Processing – ICIAP 2023 Lecture Notes in Computer Science, 2023 DOI:10.1007/978-3-031-43153-1_24

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[38]	A novel blind tamper detection and localization scheme for multiple faces in digital images IET Image Processing, 2023 DOI:10.1049/ipr2.12909

[39]	2023 DOI:10.12794/metadc2179324

[40]	Proceedings of the 8th International Conference on Advanced Intelligent Systems and Informatics 2022 Lecture Notes on Data Engineering and Communications Technologies, 2023 DOI:10.1007/978-3-031-20601-6_16

[41]	Revealing and Classification of Deepfakes Video's Images using a Customize Convolution Neural Network Model Procedia Computer Science, 2023 DOI:10.1016/j.procs.2023.01.237

[42]	A Comparative Analysis and Study of a Fast Parallel CNN Based Deepfake Video Detection Model with Feature Selection (FPC-DFM) 2023 Advanced Computing and Communication Technologies for High Performance Applications (ACCTHPA), 2023 DOI:10.1109/ACCTHPA57160.2023.10083340

[43]	Deepfake Video Detection System Using Deep Neural Networks 2023 IEEE International Conference on Integrated Circuits and Communication Systems (ICICACS), 2023 DOI:10.1109/ICICACS57338.2023.10099618

[44]	Video Normalization in Identifying Fake Videos Using a Long Short-Term Memory Model SoutheastCon 2023, 2023 DOI:10.1109/SoutheastCon51012.2023.10115139

[45]	Advances in Distributed Computing and Machine Learning Lecture Notes in Networks and Systems, 2023 DOI:10.1007/978-981-99-1203-2_45

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[47]	Revealing and Classification of Deepfakes Video's Images using a Customize Convolution Neural Network Model Procedia Computer Science, 2023 DOI:10.1016/j.procs.2023.01.237

[48]	Optimization of DeepFake Video Detection Using Image Preprocessing 2023 Fifth International Conference on Advances in Computational Tools for Engineering Applications (ACTEA), 2023 DOI:10.1109/ACTEA58025.2023.10193954

[49]	Detecting Deepfake Human Face Images Using Transfer Learning: A Comparative Study 2023 IEEE International Conference on Contemporary Computing and Communications (InC4), 2023 DOI:10.1109/InC457730.2023.10263216

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[53]	Proceedings of Data Analytics and Management Lecture Notes in Networks and Systems, 2023 DOI:10.1007/978-981-19-7615-5_55

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[55]	Application Of Deep Learning For Image Deepfake Detector Using Convolutional Neural Network Algorithm bit-Tech, 2023 DOI:10.32877/bt.v6i2.1000

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[58]	Scene and Texture Based Feature Set for DeepFake Video Detection 2022 IEEE International Conference on Data Mining Workshops (ICDMW), 2022 DOI:10.1109/ICDMW58026.2022.00021

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[60]	A Survey on Deepfake Video Detection Techniques Using Deep Learning 2022 Second International Conference on Next Generation Intelligent Systems (ICNGIS), 2022 DOI:10.1109/ICNGIS54955.2022.10079802

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[62]	HANN: Hybrid Attention Neural Network for Detecting Covid-19 Related Rumors IEEE Access, 2022 DOI:10.1109/ACCESS.2022.3146712

[63]	Auditing Metaverse Requires Multimodal Deep Learning 2022 IEEE 4th International Conference on Trust, Privacy and Security in Intelligent Systems, and Applications (TPS-ISA), 2022 DOI:10.1109/TPS-ISA56441.2022.00015

[64]	Scene and Texture Based Feature Set for DeepFake Video Detection 2022 IEEE International Conference on Data Mining Workshops (ICDMW), 2022 DOI:10.1109/ICDMW58026.2022.00021

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[66]	Fakequipo: Deep Fake Detection 2022 IEEE 3rd Global Conference for Advancement in Technology (GCAT), 2022 DOI:10.1109/GCAT55367.2022.9972149

[67]	Challenges of Face Image Authentication and Suggested Solutions 2022 International Conference on Information Technology Systems and Innovation (ICITSI), 2022 DOI:10.1109/ICITSI56531.2022.9970797

[68]	Fakequipo: Deep Fake Detection 2022 IEEE 3rd Global Conference for Advancement in Technology (GCAT), 2022 DOI:10.1109/GCAT55367.2022.9972149

[69]	Challenges of Face Image Authentication and Suggested Solutions 2022 International Conference on Information Technology Systems and Innovation (ICITSI), 2022 DOI:10.1109/ICITSI56531.2022.9970797

[70]	Handbook of Research on Cybersecurity Issues and Challenges for Business and FinTech Applications Advances in Information Security, Privacy, and Ethics, 2022 DOI:10.4018/978-1-6684-5284-4.ch012

[71]	HANN: Hybrid Attention Neural Network for Detecting Covid-19 Related Rumors IEEE Access, 2022 DOI:10.1109/ACCESS.2022.3146712

[72]	Analysis Survey on Deepfake detection and Recognition with Convolutional Neural Networks 2022 International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA), 2022 DOI:10.1109/HORA55278.2022.9799858

[73]	Aiding Forensic Investigation Through Deep Learning and Machine Learning Frameworks Advances in Digital Crime, Forensics, and Cyber Terrorism, 2022 DOI:10.4018/978-1-6684-4558-7.ch007

[74]	Deepfake Audio Detection with Neural Networks Using Audio Features 2022 International Conference on Intelligent Controller and Computing for Smart Power (ICICCSP), 2022 DOI:10.1109/ICICCSP53532.2022.9862519

[75]	CNN based Deep Learning model for Deepfake Detection 2022 2nd Asian Conference on Innovation in Technology (ASIANCON), 2022 DOI:10.1109/ASIANCON55314.2022.9908862

[76]	Deepfake Detection in Videos and Picture: Analysis of Deep Learning Models and Dataset 2022 IEEE International Conference on Data Science and Information System (ICDSIS), 2022 DOI:10.1109/ICDSIS55133.2022.9915885

[77]	Engaging with deepfakes: a meta-synthesis from the perspective of social shaping of technology theory Internet Research, 2022 DOI:10.1108/INTR-06-2022-0465

[78]	Handbook of Research on Cybersecurity Issues and Challenges for Business and FinTech Applications Advances in Information Security, Privacy, and Ethics, 2022 DOI:10.4018/978-1-6684-5284-4.ch012

[79]	Comparative Analysis of Deepfake Image Detection Method Using Convolutional Neural Network Computational Intelligence and Neuroscience, 2021 DOI:10.1155/2021/3111676

[80]	[Retracted] Comparative Analysis of Deepfake Image Detection Method Using Convolutional Neural Network Computational Intelligence and Neuroscience, 2021 DOI:10.1155/2021/3111676

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