Oxygen Forensic Detective 12.1: Let AI Take A Look

Image categorization, now available in Oxygen Forensic® software, is an innovated way to bring in artificial intelligence (AI) that is capable of recognizing photos and videos containing identified information from one of twelve categories. The current categories currently supported are: pornography, extremism, graphic violence, drugs, alcohol, weapons, gambling, child abuse and images and videos deemed to be risqué. This powerful addition is also able to detect documents, currency, IDs and credit cards.How does it work?

Image categorization is based on a neural network that scans the visual composition of an image to approximate the consistency of enough data that matches a particular supported category.

How could it help?

The task of identifying significant images in either a criminal or civil investigation is extremely time-consuming; often comparable to looking for a needle in a haystack. A single case can easily contain thousands of images, many of which are not relevant to the investigation. A manual examination of these images, even within a thumbnail gallery, can take days when the average investigator can only review a few thousand images per hour.

Running image categorization significantly improves the speed of sorting and analyzing visual data on subject’s device. Artificial Intelligence used in our image categorization helps to speed the process of identification when working with images. Eliminate the digital clutter to get the images investigators need. This of course is not replacement for an investigators oversight, all identified images should be verified and validated. After all, the average person has over 600 photos on their smartphone. It is quite typical to have multiple smart devices involved in a typical investigation, the aggregated digital data can be overwhelming without the best tools to weed out unnecessary information.


Get The Latest DFIR News

Join the Forensic Focus newsletter for the best DFIR articles in your inbox every month.


Unsubscribe any time. We respect your privacy - read our privacy policy.

Image categorization in Oxygen Forensic® Detective.

Image categorization is available within Oxygen Forensic® Detective at no additional charge. You must be running 12.1 to receive this fantastic addition to the industry’s only all in one solution.

Image categorization can be utilized both when importing device data or on an already imported backups or extraction. In both cases, the investigator is able to select categories they would like to search for and also fine-tune the positive “hit” settings by setting identification thresholds in Options/Advanced analytics menu in Oxygen Forensic® Detective. There are four possible threshold settings: low, medium, high (default) and max. The maximum threshold decreases the false positives and detection rate. So, finding the right setting is right at the investigator’s fingertips.

After running the image categorization in Oxygen Forensic® Detective, the number of matching images for each supported category is automatically tagged and identified in both the Key Evidence and Files sections. The investigator can also review the tagged data, manually excluding the false positives and marking the important data as Key Evidence. Be aware, if the investigator chooses to cancel the image categorization, no tags will be assigned and no results will be saved.

Leave a Comment

Latest Videos

In this episode of the Forensic Focus podcast, Desi and Si discuss different online programming courses and what they think about the popular platform, Udemy. They also talk about Flipper, Dev boards, and Raspberry Pi, and delve into the fascinating phenomenon of running the classic game Doom on unlikely devices.

Throughout the episode, Desi and Si share their digital forensics expertise, referencing some of the cases they have been working on and highlighting particular methodologies and technologies that have an impact on cybersecurity.

Show Notes:

100 Days of Code: The Complete Python Pro Bootcamp for 2023 - https://www.udemy.com/course/100-days-of-code/

Domestika - https://www.domestika.org/en

MIT OpenCourseWare - https://www.youtube.com/@mitocw 

MasterClass - https://www.masterclass.com/

Raspberry Pi 400 Complete Kit - https://core-electronics.com.au/raspberry-pi-400-kit.html

Flipper Discord - https://discord.com/invite/flipper

Flipper Zero - https://flipperzero.one/

This Programmer Figured Out How to Play Doom on a Pregnancy Test - https://www.popularmechanics.com/science/a33957256/this-programmer-figured-out-how-to-play-doom-on-a-pregnancy-test/

Here’s a dude playing Doom Eternal on his fridge - https://www.polygon.com/2020/10/13/21514933/doom-eternal-refrigerator-door-samsung-smart-refrigerator-xbox-game-pass-richard-mallard

Doom hacker gets Doom running in Doom - https://www.pcgamer.com/doom-hacker-gets-doom-running-in-doom/

Doom Running On A Calculator Powered By Old Potatoes - https://kotaku.com/doom-running-on-a-calculator-powered-by-old-potatoes-1845374069

GoldenEra - https://www.imdb.com/title/tt11753760/

Racing the Beam - https://en.wikipedia.org/wiki/Racing_the_Beam

High Score (TV series) - https://en.wikipedia.org/wiki/High_Score_(TV_series)

Microcontroller Courses (Udemy) - https://www.udemy.com/topic/microcontroller/

The story of Final Fantasy XIV’s renegade do-good modders - https://www.pcgamesn.com/final-fantasy-xiv/ffxiv-modders-renegade-do-gooders

Logical fallacies - https://yourlogicalfallacyis.com/

In this episode of the Forensic Focus podcast, Desi and Si discuss different online programming courses and what they think about the popular platform, Udemy. They also talk about Flipper, Dev boards, and Raspberry Pi, and delve into the fascinating phenomenon of running the classic game Doom on unlikely devices.

Throughout the episode, Desi and Si share their digital forensics expertise, referencing some of the cases they have been working on and highlighting particular methodologies and technologies that have an impact on cybersecurity.

Show Notes:

100 Days of Code: The Complete Python Pro Bootcamp for 2023 - https://www.udemy.com/course/100-days-of-code/

Domestika - https://www.domestika.org/en

MIT OpenCourseWare - https://www.youtube.com/@mitocw

MasterClass - https://www.masterclass.com/

Raspberry Pi 400 Complete Kit - https://core-electronics.com.au/raspberry-pi-400-kit.html

Flipper Discord - https://discord.com/invite/flipper

Flipper Zero - https://flipperzero.one/

This Programmer Figured Out How to Play Doom on a Pregnancy Test - https://www.popularmechanics.com/science/a33957256/this-programmer-figured-out-how-to-play-doom-on-a-pregnancy-test/

Here’s a dude playing Doom Eternal on his fridge - https://www.polygon.com/2020/10/13/21514933/doom-eternal-refrigerator-door-samsung-smart-refrigerator-xbox-game-pass-richard-mallard

Doom hacker gets Doom running in Doom - https://www.pcgamer.com/doom-hacker-gets-doom-running-in-doom/

Doom Running On A Calculator Powered By Old Potatoes - https://kotaku.com/doom-running-on-a-calculator-powered-by-old-potatoes-1845374069

GoldenEra - https://www.imdb.com/title/tt11753760/

Racing the Beam - https://en.wikipedia.org/wiki/Racing_the_Beam

High Score (TV series) - https://en.wikipedia.org/wiki/High_Score_(TV_series)

Microcontroller Courses (Udemy) - https://www.udemy.com/topic/microcontroller/

The story of Final Fantasy XIV’s renegade do-good modders - https://www.pcgamesn.com/final-fantasy-xiv/ffxiv-modders-renegade-do-gooders

Logical fallacies - https://yourlogicalfallacyis.com/

YouTube Video UCQajlJPesqmyWJDN52AZI4Q_5f72B6DD5wk

Programming Languages, Flipper And Gaming

Forensic Focus 24th May 2023 11:43 am

In this episode of the Forensic Focus podcast, Si and Desi talk to Mackenzie Jackson, Developer Advocate at Git Guardian. 

Mackenzie discusses the problem of hard-coded and leaked credentials in Git repositories, the task of scanning Git repositories for leaked credentials, and how that’s helped by the setup of GitHub and Git. 

He also looks at some public and private cases of security breaches through Git repositories and recommends tools you can use to combat attackers on Git. 

Show Notes:

Toyota Suffered a Data Breach by Accidentally Exposing A Secret Key Publicly On GitHub (GitGuardian) - https://blog.gitguardian.com/toyota-accidently-exposed-a-secret-key-publicly-on-github-for-five-years/

GitHub.com rotates its exposed private SSH key (Bleeping Computer) - https://www.bleepingcomputer.com/news/security/githubcom-rotates-its-exposed-private-ssh-key/

Conpago - https://www.conpago.com.au/

Source Code as a Vulnerability - A Deep Dive into the Real Security Threats From the Twitch Leak (GitGuardian) - https://blog.gitguardian.com/security-threats-from-the-twitch-leak/

Teenagers Leveraging Insider Threats: Lapsus$ Hacker Group (Forbes) - https://www.forbes.com/sites/emilsayegh/2023/03/15/teenagers-leveraging-insider-threats-lapsus-hacker-group

Lapsus$: Oxford teen accused of being multi-millionaire cyber-criminal (BBC) - https://www.bbc.co.uk/news/technology-60864283

Dynamic Secrets (HashiCorp) - https://developer.hashicorp.com/vault/tutorials/getting-started/getting-started-dynamic-secrets

Crappy code, crappy Copilot. GitHub Copilot is writing vulnerable code and it could be your fault (GitGuardian) - https://blog.gitguardian.com/crappy-code-crappy-copilot/

trufflesecurity/trufflehog (GitHub) - https://github.com/trufflesecurity/trufflehog

gitleaks/gitleaks (GitHub) - https://github.com/gitleaks/gitleaks

Git (Wikipedia) - https://en.wikipedia.org/wiki/Git

awslabs/git-secrets (GitHub) - https://github.com/awslabs/git-secrets

In this episode of the Forensic Focus podcast, Si and Desi talk to Mackenzie Jackson, Developer Advocate at Git Guardian.

Mackenzie discusses the problem of hard-coded and leaked credentials in Git repositories, the task of scanning Git repositories for leaked credentials, and how that’s helped by the setup of GitHub and Git.

He also looks at some public and private cases of security breaches through Git repositories and recommends tools you can use to combat attackers on Git.

Show Notes:

Toyota Suffered a Data Breach by Accidentally Exposing A Secret Key Publicly On GitHub (GitGuardian) - https://blog.gitguardian.com/toyota-accidently-exposed-a-secret-key-publicly-on-github-for-five-years/

GitHub.com rotates its exposed private SSH key (Bleeping Computer) - https://www.bleepingcomputer.com/news/security/githubcom-rotates-its-exposed-private-ssh-key/

Conpago - https://www.conpago.com.au/

Source Code as a Vulnerability - A Deep Dive into the Real Security Threats From the Twitch Leak (GitGuardian) - https://blog.gitguardian.com/security-threats-from-the-twitch-leak/

Teenagers Leveraging Insider Threats: Lapsus$ Hacker Group (Forbes) - https://www.forbes.com/sites/emilsayegh/2023/03/15/teenagers-leveraging-insider-threats-lapsus-hacker-group

Lapsus$: Oxford teen accused of being multi-millionaire cyber-criminal (BBC) - https://www.bbc.co.uk/news/technology-60864283

Dynamic Secrets (HashiCorp) - https://developer.hashicorp.com/vault/tutorials/getting-started/getting-started-dynamic-secrets

Crappy code, crappy Copilot. GitHub Copilot is writing vulnerable code and it could be your fault (GitGuardian) - https://blog.gitguardian.com/crappy-code-crappy-copilot/

trufflesecurity/trufflehog (GitHub) - https://github.com/trufflesecurity/trufflehog

gitleaks/gitleaks (GitHub) - https://github.com/gitleaks/gitleaks

Git (Wikipedia) - https://en.wikipedia.org/wiki/Git

awslabs/git-secrets (GitHub) - https://github.com/awslabs/git-secrets

YouTube Video UCQajlJPesqmyWJDN52AZI4Q_BX15Z_xF8mA

Preventing Data Leaks With Git Guardian

Forensic Focus 3rd May 2023 11:07 am

This error message is only visible to WordPress admins

Important: No API Key Entered.

Many features are not available without adding an API Key. Please go to the YouTube Feed settings page to add an API key after following these instructions.

Latest Articles

Share to...