Evaluating Automated Facial Age Estimation Techniques For Digital Forensics

by Felix Anda, David Lillis, Nhien-An Le-Khac & Mark Scanlon

In today’s world, closed circuit television, cellphone photographs and videos, open-source intelligence (i.e., social media/web data mining), and other sources of photographic evidence are commonly used by police forces to identify suspects and victims of both online and offline crimes. Human characteristics, such as age, height, weight, gender, hair color, etc., are often used by police officers and witnesses in their description of unidentified suspects. In certain circumstances, the age of the victim can result in the determination of the crime’s categorization, e.g., child abuse investigations. Various automated machine learning-based techniques have been implemented for the analysis of digital images to detect soft biometric traits, such as age and gender, and thus aid detectives and investigators in progressing their cases. This paper documents an evaluation of existing cognitive age prediction services.

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In this episode of the Forensic Focus podcast, Si and Desi explore how artificial intelligence is being leveraged to uncover crucial evidence in investigations involving child sexual abuse material (CSAM) and examine the importance of exercising caution when implementing these tools. 

They also discuss a recent murder case in which cyber experts played a vital role in securing a conviction, and explore the unique challenges associated with using digital evidence as an alibi.

Show Notes:

A Practitioner Survey Exploring the Value of Forensic Tools, AI, Filtering, & Safer Presentation for Investigating Child Sexual Abuse Material (CSAM) - https://dfrws.org/wp-content/uploads/2019/06/2019_USA_paper-a_practitioner_survey_exploring_the_value_of_forensic_tools_ai_filtering_safer_presentation_for_investigating_child_sexual_abuse_material_csam.pdf

Man charged with NI murder ‘faked live stream to provide alibi’ (The Guardian) - https://www.theguardian.com/uk-news/2023/feb/02/man-charged-with-ni-faked-live-stream-to-provide-alibi

A YouTuber accused of murder faked a 6-hour livestream to produce an alibi (Sportskeeda) - https://www.sportskeeda.com/esports/news-a-youtuber-accused-murder-faked-6-hour-livestream-produce-alibi

European Interdisciplinary Cybersecurity Conference (EICC) 2023 - https://www.forensicfocus.com/event/european-interdisciplinary-cybersecurity-conference-eicc-2023/#more-493234

YouTuber reportedly faked GTA livestream to have an alibi while he committed murder (Dexerto) - https://www.dexerto.com/entertainment/youtuber-reportedly-faked-gta-livestream-to-have-an-alibi-while-he-committed-murder-2052974/

Forensic Europe Expo - https://www.forensicfocus.com/event/forensic-europe-expo/#more-493225

In this episode of the Forensic Focus podcast, Si and Desi explore how artificial intelligence is being leveraged to uncover crucial evidence in investigations involving child sexual abuse material (CSAM) and examine the importance of exercising caution when implementing these tools.

They also discuss a recent murder case in which cyber experts played a vital role in securing a conviction, and explore the unique challenges associated with using digital evidence as an alibi.

Show Notes:

A Practitioner Survey Exploring the Value of Forensic Tools, AI, Filtering, & Safer Presentation for Investigating Child Sexual Abuse Material (CSAM) - https://dfrws.org/wp-content/uploads/2019/06/2019_USA_paper-a_practitioner_survey_exploring_the_value_of_forensic_tools_ai_filtering_safer_presentation_for_investigating_child_sexual_abuse_material_csam.pdf

Man charged with NI murder ‘faked live stream to provide alibi’ (The Guardian) - https://www.theguardian.com/uk-news/2023/feb/02/man-charged-with-ni-faked-live-stream-to-provide-alibi

A YouTuber accused of murder faked a 6-hour livestream to produce an alibi (Sportskeeda) - https://www.sportskeeda.com/esports/news-a-youtuber-accused-murder-faked-6-hour-livestream-produce-alibi

European Interdisciplinary Cybersecurity Conference (EICC) 2023 - https://www.forensicfocus.com/event/european-interdisciplinary-cybersecurity-conference-eicc-2023/#more-493234

YouTuber reportedly faked GTA livestream to have an alibi while he committed murder (Dexerto) - https://www.dexerto.com/entertainment/youtuber-reportedly-faked-gta-livestream-to-have-an-alibi-while-he-committed-murder-2052974/

Forensic Europe Expo - https://www.forensicfocus.com/event/forensic-europe-expo/#more-493225

YouTube Video UCQajlJPesqmyWJDN52AZI4Q_7QiFTiuY7Vw

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Throughout the past few years, the way employees communicate with each other has changed forever.<br /><br />69% of employees note that the number of business applications they use at work has increased during the pandemic.<br /><br />Desk phones, LAN lines and even VOIP have become technologies of the past workplace environment as employees turn to cloud applications on their computers and phones to collaborate with each other in today’s workplace environment.<br /><br />Whether it’s conversations in Teams, file uploads in Slack chats, or confidential documents stored in Office 365, the amount of data stored and where it is stored, is growing quicker than IT and systems administrators can keep up with.<br /><br />Corporate investigators and eDiscovery professionals need to seamlessly collect relevant data from cloud sources and accelerate the time to investigative and discovery review.<br /><br />With the latest in Cellebrite’s remote collection suite of capabilities, investigators and legal professionals can benefit from secure collection with targeted capabilities for the most used workplace applications.<br /><br />Join Monica Harris, Product Business Manager, as she showcases how investigators can:<br /><br />- Manage multiple cloud collections through a web interface<br />- Cull data prior to collection to save time and money by gaining these valuable insights of the data available<br />- Collect data from the fastest growing cloud collaboration applications like Office365, Google Workspace, Slack and Box<br />- Login to a single source for workplace app collection without logging into every app and pulling data from multiple sources for every employee<br />- Utilize a single unified collection workflow for computer, mobile and workplace cloud applications without the need to purchase multiple tools for different types of collections – a solution unique to Cellebrite’s enterprise solution capabilities

Throughout the past few years, the way employees communicate with each other has changed forever.

69% of employees note that the number of business applications they use at work has increased during the pandemic.

Desk phones, LAN lines and even VOIP have become technologies of the past workplace environment as employees turn to cloud applications on their computers and phones to collaborate with each other in today’s workplace environment.

Whether it’s conversations in Teams, file uploads in Slack chats, or confidential documents stored in Office 365, the amount of data stored and where it is stored, is growing quicker than IT and systems administrators can keep up with.

Corporate investigators and eDiscovery professionals need to seamlessly collect relevant data from cloud sources and accelerate the time to investigative and discovery review.

With the latest in Cellebrite’s remote collection suite of capabilities, investigators and legal professionals can benefit from secure collection with targeted capabilities for the most used workplace applications.

Join Monica Harris, Product Business Manager, as she showcases how investigators can:

- Manage multiple cloud collections through a web interface
- Cull data prior to collection to save time and money by gaining these valuable insights of the data available
- Collect data from the fastest growing cloud collaboration applications like Office365, Google Workspace, Slack and Box
- Login to a single source for workplace app collection without logging into every app and pulling data from multiple sources for every employee
- Utilize a single unified collection workflow for computer, mobile and workplace cloud applications without the need to purchase multiple tools for different types of collections – a solution unique to Cellebrite’s enterprise solution capabilities

YouTube Video UCQajlJPesqmyWJDN52AZI4Q_g6nTjfEMnsA

Tips And Tricks Data Collection For Cloud Workplace Applications

Forensic Focus 20th March 2023 11:00 am

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