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152 Results Found

  • Article
  • Open Access
32 Citations
16,274 Views
16 Pages

6 February 2022

Digital evidence is critical in cybercrime investigations because it is used to connect individuals to illegal activity. Digital evidence is complicated, diffuse, volatile, and easily altered, and as such, it must be protected. The Chain of Custody (...

(This article belongs to the Topic Applied Metaheuristic Computing)
  • Article
  • Open Access
2 Citations
1,406 Views
26 Pages

8 December 2025

Digital images play an increasingly central role in journalism, legal investigations, and cybersecurity. However, modern editing tools make image manipulation difficult to detect with traditional forensic methods. This research addresses the challeng...

  • Systematic Review
  • Open Access
1,196 Views
20 Pages

Digital Imaging Technologies for Forensic Orofacial Identification: A Systematic Review and Research Agenda

  • Sofia Viegas,
  • Rodrigo Azenha-Gomes,
  • João Abreu,
  • Tiago Nunes and
  • Ana Corte-Real

12 April 2026

This systematic review critically examines the use of 2D and 3D digital imaging technologies of the face and teeth, with and without integration of artificial intelligence, for human identification in forensic and medicolegal contexts. Following PRIS...

(This article belongs to the Special Issue State-of-the-Art Digital Dentistry)
  • Article
  • Open Access
1,268 Views
29 Pages

Digital forensics increasingly operates under extreme data growth, where exhaustive bit-wise imaging of modern storage is constrained by time, storage, and processing cost. Selective imaging and artifact prioritization methods reduce acquisition volu...

(This article belongs to the Special Issue Recent Advances in Network Security and Intelligent Application)
  • Article
  • Open Access
13 Citations
8,638 Views
13 Pages

Digital Forensics of Scanned QR Code Images for Printer Source Identification Using Bottleneck Residual Block

  • Zhongyuan Guo,
  • Hong Zheng,
  • Changhui You,
  • Xiaohang Xu and ,
  • Xiongbin Wu,
  • Zhaohui Zheng and
  • Jianping Ju
  • + 2 authors+ 0 author

5 November 2020

With the rapid development of information technology and the widespread use of the Internet, QR codes are widely used in all walks of life and have a profound impact on people’s work and life. However, the QR code itself is likely to be printed...

(This article belongs to the Special Issue Artificial Intelligence and Sensors)
  • Article
  • Open Access
3 Citations
1,793 Views
18 Pages

22 November 2023

Digital images are widely used for informal information sharing, but the rise of fake photos spreading misinformation has raised concerns. To address this challenge, image forensics is employed to verify the authenticity and trustworthiness of these...

(This article belongs to the Section A: Computer Science)
  • Review
  • Open Access
758 Views
34 Pages

Background: Autopsy pathology remains the reference standard for determining the cause of death, reconstructing disease and injury mechanisms, ensuring diagnostic quality, and supporting medical education and forensic investigations. However, declini...

(This article belongs to the Special Issue Autopsy Pathology's Paradigm Shift: Are AI and New Technologies Forging a New Era?)
  • Article
  • Open Access
3 Citations
4,846 Views
36 Pages

This paper presents a novel forensic watermarking method for digital evidence distribution in non-cloud environments. The approach addresses the critical need for the secure sharing of Joint Photographic Experts Group (JPEG) images in forensic invest...

(This article belongs to the Section Networks)
  • Article
  • Open Access
34 Citations
15,916 Views
36 Pages

A Survey of Detection and Mitigation for Fake Images on Social Media Platforms

  • Dilip Kumar Sharma,
  • Bhuvanesh Singh,
  • Saurabh Agarwal,
  • Lalit Garg and ,
  • Cheonshik Kim and
  • Ki-Hyun Jung
  • + 1 author+ 0 author

5 October 2023

Recently, the spread of fake images on social media platforms has become a significant concern for individuals, organizations, and governments. These images are often created using sophisticated techniques to spread misinformation, influence public o...

(This article belongs to the Collection Innovation in Information Security)
  • Article
  • Open Access
57 Citations
9,767 Views
26 Pages

Recent Advances in Digital Multimedia Tampering Detection for Forensics Analysis

  • Sami Bourouis,
  • Roobaea Alroobaea,
  • Abdullah M. Alharbi,
  • Murad Andejany and
  • Saeed Rubaiee

1 November 2020

In the digital multimedia era, digital forensics is becoming an emerging area of research thanks to the large amount of image and video files generated. Ensuring the integrity of such media is of great importance in many situations. This task has bec...

  • Article
  • Open Access
7 Citations
7,314 Views
16 Pages

DeepGuard: Identification and Attribution of AI-Generated Synthetic Images

  • Yasmine Namani,
  • Ikram Reghioua,
  • Gueltoum Bendiab,
  • Mohamed Aymen Labiod and
  • Stavros Shiaeles

Text-to-image (T2I) synthesis, driven by advancements in deep learning and generative models, has seen significant improvements, enabling the creation of highly realistic images from textual descriptions. However, this rapid development brings challe...

  • Article
  • Open Access
3 Citations
3,109 Views
22 Pages

2 December 2024

As a weak high-frequency signal embedded in digital images, Photo Response Non-Uniformity (PRNU) is particularly vulnerable to interference from low-frequency components during the extraction process, which affects its reliability in real-world foren...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
4 Citations
4,566 Views
14 Pages

16 April 2020

Traditionally, digital image forensics mainly focused on the low-level features of an image, such as edges and texture, because these features include traces of the image’s modification history. However, previous methods that employed low-level...

(This article belongs to the Section Intelligent Sensors)
  • Article
  • Open Access
874 Views
24 Pages

Multimedia data have been continuously increasing in magnitude, and so has the sophistication of manipulation methods, thereby making the digital forensic investigation process more complicated. The easy access to sophisticated image editing software...

  • Article
  • Open Access
5 Citations
3,541 Views
22 Pages

General Image Manipulation Detection Using Feature Engineering and a Deep Feed-Forward Neural Network

  • Sajjad Ahmed,
  • Byungun Yoon,
  • Sparsh Sharma,
  • Saurabh Singh and
  • Saiful Islam

3 November 2023

Within digital forensics, a notable emphasis is placed on the detection of the application of fundamental image-editing operators, including but not limited to median filters, average filters, contrast enhancement, resampling, and various other opera...

(This article belongs to the Special Issue Computer Vision, Image Processing Technologies and Artificial Intelligence)
  • Article
  • Open Access
19 Citations
11,856 Views
30 Pages

Deepfake Image Forensics for Privacy Protection and Authenticity Using Deep Learning

  • Saud Sohail,
  • Syed Muhammad Sajjad,
  • Adeel Zafar,
  • Zafar Iqbal and ,
  • Zia Muhammad and
  • Muhammad Kazim
  • + 1 author+ 0 author

27 March 2025

This research focuses on the detection of deepfake images and videos for forensic analysis using deep learning techniques. It highlights the importance of preserving privacy and authenticity in digital media. The background of the study emphasizes th...

(This article belongs to the Special Issue Real-World Applications of Machine Learning Techniques)
  • Article
  • Open Access
16 Citations
5,268 Views
23 Pages

Dataset Dependency in CNN-Based Copy-Move Forgery Detection: A Multi-Dataset Comparative Analysis

  • Potito Valle Dell’Olmo,
  • Oleksandr Kuznetsov,
  • Emanuele Frontoni,
  • Marco Arnesano and ,
  • Christian Napoli and
  • Cristian Randieri
  • + 1 author+ 0 author

Convolutional neural networks (CNNs) have established themselves over time as a fundamental tool in the field of copy-move forgery detection due to their ability to effectively identify and analyze manipulated images. Unfortunately, they still repres...

(This article belongs to the Special Issue Deep Learning in Image Analysis and Pattern Recognition, 2nd Edition)
  • Article
  • Open Access
1 Citations
1,774 Views
24 Pages

30 December 2024

Digital image source identification primarily focuses on analyzing and detecting the machine imprints or camera fingerprints left by imaging devices during the imaging process to trace the origin of digital images. The development of a swift search a...

  • Article
  • Open Access
1 Citations
3,371 Views
25 Pages

30 September 2025

Face swapping is commonly assumed to act locally on the face region, which motivates placing watermarks away from the face to preserve the integrity of the face. We demonstrate that this assumption is violated in practice. Using a region-aware protoc...

(This article belongs to the Special Issue Digital Image Processing and Sensing Technologies—Second Edition)
  • Article
  • Open Access
119 Citations
43,167 Views
18 Pages

Deepfakes are realistic-looking fake media generated by deep-learning algorithms that iterate through large datasets until they have learned how to solve the given problem (i.e., swap faces or objects in video and digital content). The massive genera...

(This article belongs to the Collection Machine Learning and Data Analytics for Cyber Security)
  • Article
  • Open Access
1 Citations
813 Views
21 Pages

11 February 2026

With ongoing growth in the implementation of CCTV networks, miniature sensors, and IoT devices, the quality of captured images in terms of authenticity has become a major security issue. Through advanced editing tools and generative models, the capab...

(This article belongs to the Special Issue Secure and Resilient Solutions for CCTV, Small Sensor and IoT Device Security)
  • Article
  • Open Access
4 Citations
2,692 Views
12 Pages

17 October 2023

Digital images cannot be excluded as part of a popular choice of information representation. Covert information can be easily hidden using images. Several schemes are available to hide covert information and are known as steganography schemes. Stegan...

(This article belongs to the Special Issue Data Hiding, Steganography and Its Application)
  • Article
  • Open Access
26 Citations
6,273 Views
18 Pages

Digital Images Authentication Technique Based on DWT, DCT and Local Binary Patterns

  • Esteban Alejandro Armas Vega,
  • Ana Lucila Sandoval Orozco,
  • Luis Javier García Villalba and
  • Julio Hernandez-Castro

9 October 2018

In the last few years, the world has witnessed a ground-breaking growth in the use of digital images and their applications in the modern society. In addition, image editing applications have downplayed the modification of digital photos and this com...

(This article belongs to the Special Issue Advances on Sensor Pattern Noise used in Multimedia Forensics and Counter Forensic)
  • Article
  • Open Access
251 Views
18 Pages

Image Manipulation Detection via Multiscale Region and Cross-Image Edge Contrastive Learning

  • Xiaoyi Zhou,
  • Wenzhong Tang,
  • Jinyu Zhang,
  • Haoxiang Zhang and ,
  • Bowei Wang and
  • Shuai Wang
  • + 1 author+ 0 author

2 October 2026

Pixel-level image manipulation localization requires separating weak forensic traces from image content while recovering manipulated regions under post-processing and domain shift. Existing methods do not jointly impose structured discrimination on m...

(This article belongs to the Special Issue Signal Processing-Inspired Deep Learning for Image Understanding)
  • Article
  • Open Access
39 Citations
6,368 Views
22 Pages

Exemplar-based image inpainting technology is a “double-edged sword”. It can not only restore the integrity of image by inpainting damaged or removed regions, but can also tamper with the image by using the pixels around the object region...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
21 Citations
6,266 Views
23 Pages

The possibility of carrying out a meaningful forensic analysis on printed and scanned images plays a major role in many applications. First of all, printed documents are often associated with criminal activities, such as terrorist plans, child pornog...

(This article belongs to the Special Issue Image and Video Forensics)
  • Article
  • Open Access
5 Citations
2,888 Views
10 Pages

Extensible Steganalysis via Continual Learning

  • Zhili Zhou,
  • Zihao Yin,
  • Ruohan Meng and
  • Fei Peng

To realize secure communication, steganography is usually implemented by embedding secret information into an image selected from a natural image dataset, in which the fractal images have occupied a considerable proportion. To detect those stego-imag...

  • Article
  • Open Access
3 Citations
2,562 Views
14 Pages

Supervised Face Tampering Detection Based on Spatial Channel Attention Mechanism

  • Xinyi Wang,
  • Wanru Song,
  • Chuanyan Hao,
  • Sijiang Liu and
  • Feng Liu

Face images hold exceptional significance in contemporary society, serving as direct identifiers due to their rich personal attributes, enhancing daily life and work efficiency. However, advancements in deep learning and image processing have led to...

(This article belongs to the Special Issue Image Processing Based on Convolution Neural Network)
  • Article
  • Open Access
29 Citations
8,838 Views
27 Pages

18 September 2013

In many court cases, surveillance videos are used as significant court evidence. As these surveillance videos can easily be forged, it may cause serious social issues, such as convicting an innocent person. Nevertheless, there is little research bein...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
25 Citations
6,122 Views
16 Pages

22 April 2020

Due to the great success of convolutional neural networks (CNNs) in the area of computer vision, the existing methods tend to match the global or local CNN features between images for near-duplicate image detection. However, global CNN features are n...

(This article belongs to the Special Issue Computing Methods in Steganography and Multimedia Security)
  • Article
  • Open Access
25 Citations
8,240 Views
18 Pages

Image Forgery Detection and Localization via a Reliability Fusion Map

  • Hongwei Yao,
  • Ming Xu,
  • Tong Qiao,
  • Yiming Wu and
  • Ning Zheng

21 November 2020

Moving away from hand-crafted feature extraction, the use of data-driven convolution neural network (CNN)-based algorithms facilitates the realization of end-to-end automated forgery detection in multimedia forensics. On the basis of fingerprints acq...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
8 Citations
1,780 Views
15 Pages

AI-Assisted Diagnostic Evaluation of IHC in Forensic Pathology: A Comparative Study with Human Scoring

  • Francesco Sessa,
  • Mara Ragusa,
  • Massimiliano Esposito,
  • Mario Chisari and ,
  • Cristoforo Pomara and
  • Monica Salerno
  • + 1 author+ 0 author

Background/Objectives: Immunohistochemistry (IHC) is a critical diagnostic tool in forensic pathology, enabling molecular-level assessment of wound vitality, post-mortem interval, and cause of death. However, IHC interpretation is subject to variabil...

(This article belongs to the Special Issue Advances in Pathology for Forensic Diagnosis)
  • Article
  • Open Access
1 Citations
956 Views
18 Pages

3D Dental Model Measurement System with Measurement Templates: Toward Variable Application

  • Koga Harumichi,
  • Taki Katsuhiko,
  • Ogawa Nobuhiro,
  • Masugi Ayano and ,
  • Umehara Akito and
  • Haga Shugo
  • + 1 author+ 0 author

27 April 2026

Accurate, standardized dental model measurements remain labor-intensive and difficult to scale in orthodontics. This technical development study aimed to develop and preliminarily evaluate a semiautomated three-dimensional (3D) dental cast measuremen...

(This article belongs to the Special Issue Advanced Orthodontics and Dental Imaging Techniques)
  • Article
  • Open Access
6 Citations
3,626 Views
16 Pages

Robust Image Inpainting Forensics by Using an Attention-Based Feature Pyramid Network

  • Zhuoran Chen,
  • Yujin Zhang,
  • Yongqi Wang,
  • Jin Tian and
  • Fei Wu

12 August 2023

Deep learning has injected a new sense of vitality into the field of image inpainting, allowing for the creation of more realistic inpainted images that are difficult to distinguish from the original ones. However, this also means that the malicious...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
10 Citations
4,824 Views
20 Pages

Detection of Forged Images Using a Combination of Passive Methods Based on Neural Networks

  • Ancilon Leuch Alencar,
  • Marcelo Dornbusch Lopes,
  • Anita Maria da Rocha Fernandes,
  • Julio Cesar Santos dos Anjos and ,
  • Juan Francisco De Paz Santana and
  • Valderi Reis Quietinho Leithardt
  • + 1 author+ 0 author

In the current era of social media, the proliferation of images sourced from unreliable origins underscores the pressing need for robust methods to detect forged content, particularly amidst the rapid evolution of image manipulation technologies. Exi...

(This article belongs to the Section Internet of Things)
  • Review
  • Open Access
17 Citations
10,119 Views
34 Pages

Learning Strategies for Sensitive Content Detection

  • Daniel Povedano Álvarez,
  • Ana Lucila Sandoval Orozco,
  • Javier Portela García-Miguel and
  • Luis Javier García Villalba

Currently, the volume of sensitive content on the Internet, such as pornography and child pornography, and the amount of time that people spend online (especially children) have led to an increase in the distribution of such content (e.g., images of...

  • Review
  • Open Access
35 Citations
14,748 Views
33 Pages

Review of Image Forensic Techniques Based on Deep Learning

  • Chunyin Shi,
  • Luan Chen,
  • Chengyou Wang,
  • Xiao Zhou and
  • Zhiliang Qin

16 July 2023

Digital images have become an important carrier for people to access information in the information age. However, with the development of this technology, digital images have become vulnerable to illegal access and tampering, to the extent that they...

(This article belongs to the Section E1: Mathematics and Computer Science)
  • Review
  • Open Access
92 Citations
14,521 Views
24 Pages

A Survey of Deep Learning-Based Source Image Forensics

  • Pengpeng Yang,
  • Daniele Baracchi,
  • Rongrong Ni,
  • Yao Zhao and ,
  • Fabrizio Argenti and
  • Alessandro Piva
  • + 1 author+ 0 author

Image source forensics is widely considered as one of the most effective ways to verify in a blind way digital image authenticity and integrity. In the last few years, many researchers have applied data-driven approaches to this task, inspired by the...

  • Article
  • Open Access
12 Citations
8,327 Views
22 Pages

Error Level Analysis Technique for Identifying JPEG Block Unique Signature for Digital Forensic Analysis

  • Nor Amira Nor Azhan,
  • Richard Adeyemi Ikuesan,
  • Shukor Abd Razak and
  • Victor R. Kebande

The popularity of unique image compression features of image files opens an interesting research analysis process, given that several digital forensics cases are related to diverse file types. Of interest has been fragmented file carving and recovery...

(This article belongs to the Section Networks)
  • Article
  • Open Access
15 Citations
4,212 Views
17 Pages

29 September 2021

With the tremendous growth and usage of digital images, no-reference image quality assessment is becoming increasingly important. This paper presents in-depth analysis of Benford’s law inspired first digit distribution feature vectors for no-referenc...

(This article belongs to the Special Issue Machine and Computer Vision Methods for Natural Images in Electronics and Interdisciplinary Applications)
  • Article
  • Open Access
23 Citations
8,170 Views
24 Pages

Research on Digital Forensic Readiness Design in a Cloud Computing-Based Smart Work Environment

  • Sangho Park,
  • Yanghoon Kim,
  • Gwangmin Park,
  • Onechul Na and
  • Hangbae Chang

16 April 2018

Recently, the work environments of organizations have been in the process of transitioning into smart work environments by applying cloud computing technology in the existing work environment. The smart work environment has the characteristic of bein...

  • Review
  • Open Access
39 Citations
18,277 Views
42 Pages

Cloud and Edge Computing-Based Computer Forensics: Challenges and Open Problems

  • Vijay Prakash,
  • Alex Williams,
  • Lalit Garg,
  • Claudio Savaglio and
  • Seema Bawa

In recent years, there has been a dramatic change in attitude towards computers and the use of computer resources in general. Cloud and Edge computing have emerged as the most widely used technologies, including fog computing and the Internet of Thin...

(This article belongs to the Special Issue Recent Trends in Intelligent Systems)
  • Article
  • Open Access
25 Citations
7,657 Views
13 Pages

24 July 2019

The rapid pace of invention in technology and the evolution of network communication has produced a new lifestyle with variety of opportunities and challenges. Remotely Piloted Aerial Systems (RPAS) technology, which includes drones, is one example o...

(This article belongs to the Special Issue Security, Privacy, and Trustworthiness of Sensor Networks and Internet of Things)
  • Article
  • Open Access
3 Citations
7,286 Views
16 Pages

28 November 2024

Electronic evidence is an essential component in most legal trials of criminal activities, and digital forensics is therefore a crucial support for law enforcement investigations. For instance, a wide range of electronic devices contain Not AND (NAND...

(This article belongs to the Special Issue Methods and Applications of Data Management and Analytics)
  • Review
  • Open Access
42 Citations
7,517 Views
12 Pages

Cone-Beam Computed Tomography: A New Tool on the Horizon for Forensic Dentistry

  • Rakhi Issrani,
  • Namdeo Prabhu,
  • Mohammed Ghazi Sghaireen,
  • Kiran Kumar Ganji and ,
  • Ali Mosfer A. Alqahtani,
  • Tamer Saleh ALJamaan,
  • Amal Mohammed Alanazi,
  • Sarah Hatab Alanazi,
  • Mohammad Khursheed Alam and
  • Manay Srinivas Munisekhar
  • + 5 authors+ 0 author

Teeth and bones of calvarium are important structures from a forensic point of view, as they are extremely resilient to destruction or decomposition, even under temperature variations. Radiology is inevitably an important tool in forensic investigati...

(This article belongs to the Special Issue Advances in Forensic Pathology: Reviews, Case Reports, Rare Diseases, and Experimental Research)
  • Review
  • Open Access
642 Views
31 Pages

22 August 2026

Intelligent methods such as machine learning, deep learning, and related reasoning-based techniques are widely credited with transforming digital forensics, yet it remains unclear where that transformation has actually taken hold. This study presents...

(This article belongs to the Special Issue Recent Advances in Network Security and Intelligent Application)
  • Article
  • Open Access
4 Citations
5,180 Views
21 Pages

Artificial Intelligence for Forensic Image Analysis in Bullet Hole Comparison: A Preliminary Study

  • Guilherme Pina Cardim,
  • Thiago de Souza Duarte,
  • Henrique Pina Cardim,
  • Wallace Casaca and ,
  • Rogério Galante Negri,
  • Flávio Camargo Cabrera,
  • Renivaldo José dos Santos,
  • Erivaldo Antônio da Silva and
  • Mauricio Araujo Dias
  • + 4 authors+ 0 author

8 July 2025

The application of artificial intelligence within forensic image analysis marks a significant step forward for the non-destructive examination of evidence, a crucial practice for maintaining the integrity of a crime scene. While non-destructive testi...

  • Article
  • Open Access
5 Citations
3,354 Views
18 Pages

Performance evaluation of source camera attribution methods typically stop at the level of analysis of hard to interpret similarity scores. Standard analytic tools include Detection Error Trade-off or Receiver Operating Characteristic curves, or othe...

(This article belongs to the Special Issue Image and Video Forensics)
  • Article
  • Open Access
1 Citations
3,192 Views
19 Pages

4 June 2021

Illegally filmed images, the sharing of non-consensually filmed images over social media, and the secret recording and distribution of celebrity images are increasing. To catch distributors of illegally filmed images, many investigation techniques ba...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
21 Citations
9,671 Views
19 Pages

17 October 2022

Source-camera identification tools assist image forensics investigators to associate an image with a camera. The Photo Response Non-Uniformity (PRNU) noise pattern caused by sensor imperfections has been proven to be an effective way to identify the...

(This article belongs to the Section Sensing and Imaging)

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