geteilt von: https://lemmy.dbzer0.com/post/4500908

In the past months, there’s a been a issue in various instances where accounts would start uploading blatant CSAM to popular communities. First of all this traumatizes anyone who gets to see it before the admins get to it, including the admins who have to review to take it down. Second of all, even if the content is a link to an external site, lemmy sill caches the thumbnail and stores it in the local pict-rs, causing headaches for the admins who have to somehow clear that out. Finally, both image posts and problematic thumbnails are federated to other lemmy instances, and then likewise stored in their pict-rs, causing such content to be stored in their image storage.

This has caused multiple instances to take radical measures, from defederating liberaly, to stopping image uploads to even shutting down.

Today I’m happy to announce that I’ve spend multiple days developing a tool you can plug into your instance to stop this at the source: pictrs-safety

Using a new feature from pictr-rs 0.4.3 we can now cause pictrs to call an arbitary endpoint to validate the content of an image before uploading it. pictrs-safety builds that endpoint which uses an asynchronous approach to validate such images.

I had already developed fedi-safety which could be used to regularly go through your image storage and delete all potential CSAM. I have now extended fedi-safety to plug into pict-rs safety and scan images sent by pict-rs.

The end effect is that any images uploaded or federated into your instance will be scanned in advance and if fedi-safety thinks they’re potential CSAM, they will not be uploaded to your image storage at all!

This covers three important vectors for abuse:

  • Malicious users cannot upload CSAM to for trolling communities. Even novel GenerativeAI CSAM.
  • Users cannot upload CSAM images and never submit a post or comment (making them invisible to admins). The images will be automatically rejected during upload
  • Deferated images and thumbnails of CSAM will be rejected by your pict-rs.

Now, that said, this tool is AI-driven and thus, not perfect. There will be false positives, especially around lewd images and images which contain children or child-topics (even if not lewd). This is the bargain we have to take to prevent the bigger problem above.

By my napkin calculations, false positive rates are below 1%, but certainly someone’s innocent meme will eventually be affected. If this happen, I request to just move on as currently we don’t have a way to whitelist specific images. Don’t try to resize or modify the images to pass the filter. It won’t help you.

For lemmy admins:

  • pictrs-safety contains a docker-compose sample you can add to your lemmy’s docker-compose. You will need to your put the .env in the same folder, or adjust the provided variables. (All kudos to @Penguincoder@beehaw.org for the docker support).
  • You need to adjust your pict-rs ENVIRONMENT as well. Check the readme.
  • fedi-safety must run on a system with GPU. The reason for this is that lemmy provides just a 10-seconds grace period for each upload before it times out the upload regardless of the results. A CPU scan will not be fast enough. However my architecture allows the fedi-safety to run on a different place than pictrs-safety. I am currently running it from my desktop. In fact, if you have a lot of images to scan, you can connect multiple scanning workers to pictrs-safety!
  • For those who don’t have access to a GPU, I am working on a NSFW-scanner which will use the AI-Horde directly instead and won’t require using fedi-safety at all. Stay tuned.

For other fediverse software admins

fedi-safety can already be used to scan your image storage for CSAM, so you can also protect yourself and your users, even on mastodon or firefish or whatever.

I will try to provide real-time scanning in the future for each software as well and PRs are welcome.

Divisions by zero

This tool is already active now on divisions by zero. It’s usage should be transparent to you, but do let me know if you notice anything wrong.

Support

If you appreciate the priority work that I’ve put in this tool, please consider supporting this and future development work on liberapay:

https://liberapay.com/db0/

All my work is and will always be FOSS and available for all who need it most.

  • Turun@feddit.de
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    1 year ago

    Es gibt Datensets, mit denen man so was trainieren kann. Zumindest Apple und co können nach genügend Bürokratie dazu Zugriff bekommen.

    • Aiyub@feddit.de
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      1 year ago

      Wir haben in der Uni mal ein Forschungsprojekt starten wollen um ne KI zu trainieren die sowas erkennt. War damals in Deutschland nicht möglich.

      Deswegen ist man in andere Länder gegangen um dort Daten und Verarbeitung zu trainieren.

      Dann kam der nächste Schritt: kann man aus der KI denn wieder entsprechendes Material generieren?

      Sind in Deutschland Themen mit denen man ganze Rechtsabteilungen beschäftigen kann.

      Und gerade bei Apple gehe ich davon aus, dass Sie einfach in ein entsprechendes Land gehen.

    • crispy_kilt@feddit.de
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      1 year ago

      Wie kann das legal sein? Jeglicher Besitz zu jeglichem Zweck solcher Inhalte ist strengstens verboten.

      • Turun@feddit.de
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        1 year ago

        @Aiyub@feddit.de meint in Deutschland wäre das gar nicht möglich. Kann auch sein.

        Bin da jetzt auch kein Experte ob das in Deutschland wirklich garantiert nicht geht. Aber vom Konzept her, zumindest irgendwo international, messen die Strafverfolgungsbehörden natürlich was im Umlauf ist und es wäre fahrlässig das Material, dass bei Hausdurchsuchungen und co gefunden wird, nicht für genau solche Zwecke zu speichern.
        Kann mir auch vorstellen, dass die Behörden nichts rausgeben, aber anbieten so ein neuronales Netz auf sicheren Servern zu trainieren und dann nur die fertig trainierten Model weights für dein neuronales Netz zurückschicken.

        Hab auch schon Mal ne Doku gesehen, wo die Journalisten das Thema recherchiert haben und auch ziemlich schnell CSAM gefunden haben. Die haben das mit der Polizei oder so abgesprochen gehabt und einen eigenen Rechner und einen eigenen Raum für diese Recherche vorbehalten. Würden natürlich nicht verklagt deswegen. Für legitime Fälle gilt zum Glück der Sinn des Gesetzes und nicht die wortwörtliche Auslegung.

        • Aiyub@feddit.de
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          1 year ago

          Mini-Korrektur: Ich meinte früher war es nicht möglich, mag sich geändert haben.

          Ebenfalls haben sich die Ansätze für KIs geändert.