Institute for AI<p>MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning</p><p>In manufacturing, quality control remains a critical yet complex task, especially when multiple defect types are involved. MultiADS introduces a system capable of detecting and segmenting a wide range of anomalies (e.g., scratches, bends, holes), even in zero-shot settings.</p><p>By combining visual analysis with descriptive textual input and using a curated Knowledge Base for Anomalies, MultiADS generalizes to unseen defect types without requiring prior visual examples and consistently outperforms state-of-the-art models across several benchmarks, offering a robust and scalable solution for industrial inspection tasks.</p><p>Sadikaj, Y., Zhou, H., Halilaj, L., Schmid, S., Staab, S., & Plant, C. MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning. International Conference on Computer Vision, ICCV 2025, Hawai, Oct 19-23, 2025, <a href="https://xn--baw-joa.social/tags/ICCV2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ICCV2025</span></a>. <a href="https://arxiv.org/abs/2504.06740" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">arxiv.org/abs/2504.06740</span><span class="invisible"></span></a>.</p><p><a href="https://xn--baw-joa.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://xn--baw-joa.social/tags/AIResearch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIResearch</span></a> <a href="https://xn--baw-joa.social/tags/ComputerVision" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputerVision</span></a> <a href="https://xn--baw-joa.social/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a> <a href="https://xn--baw-joa.social/tags/ZeroShot" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ZeroShot</span></a></p>
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#AnomalyDetection
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Europe Says<p><a href="https://www.europesays.com/2010929/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/2010929/</span><span class="invisible"></span></a> Integrating AI and ML technologies across OT, ICS environments to enhance anomaly detection and operational resilience <a href="https://pubeurope.com/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://pubeurope.com/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a> <a href="https://pubeurope.com/tags/Armis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Armis</span></a> <a href="https://pubeurope.com/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://pubeurope.com/tags/ControlSystem" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ControlSystem</span></a> <a href="https://pubeurope.com/tags/Darktrace" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Darktrace</span></a> <a href="https://pubeurope.com/tags/GenerativeAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GenerativeAI</span></a> <a href="https://pubeurope.com/tags/ICS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ICS</span></a> <a href="https://pubeurope.com/tags/industrial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>industrial</span></a> <a href="https://pubeurope.com/tags/IndustrialControl" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IndustrialControl</span></a> <a href="https://pubeurope.com/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ML</span></a> <a href="https://pubeurope.com/tags/Nvidia" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Nvidia</span></a> <a href="https://pubeurope.com/tags/OperationalResilience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OperationalResilience</span></a> <a href="https://pubeurope.com/tags/OT" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OT</span></a> <a href="https://pubeurope.com/tags/ThreatIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ThreatIntelligence</span></a> <a href="https://pubeurope.com/tags/ThreatGEN" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ThreatGEN</span></a></p>
Europe Says<p><a href="https://www.europesays.com/1975014/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/1975014/</span><span class="invisible"></span></a> Aitech Unveils World’s First AI-Enabled Picosatellite Constellation Platform Transforming Space-Based Intelligence for Military, Defense, Public Safety, Agriculture and Infinite Other New Markets <a href="https://pubeurope.com/tags/Aitech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Aitech</span></a> <a href="https://pubeurope.com/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a> <a href="https://pubeurope.com/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ArtificialIntelligence</span></a> <a href="https://pubeurope.com/tags/constellation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>constellation</span></a> <a href="https://pubeurope.com/tags/LEOConstellation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LEOConstellation</span></a> <a href="https://pubeurope.com/tags/space" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>space</span></a> <a href="https://pubeurope.com/tags/SpaceDebris" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpaceDebris</span></a> <a href="https://pubeurope.com/tags/SpacePlatforms" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpacePlatforms</span></a> <a href="https://pubeurope.com/tags/SpaceSymposium" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpaceSymposium</span></a> <a href="https://pubeurope.com/tags/Watchman" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Watchman</span></a></p>
da_667<p>Hey Hey People,</p><p>DA Here.</p><p>Do you, have a Suricata sensor in your network?</p><p>Do you, use Suricata as a part of sandbox that you run?</p><p>Have you, been hammering away at finding evil, and want to find more?</p><p>I'm doing a webinar courtesy of OISF this Thursday. 3PM UTC, which translates to 10am EST.</p><p>I'll be talking about two things during this meeting: One, is making good use of the ET INFO rule category as an early warning system.</p><p>Sure, there is a lot of noise to sift out of ET INFO, and for that reason, some choose to just cut it entirely. I'm here to show you how to grab the stuff we've seen in our sandboxes that can help to lead anomaly detection.</p><p>In the second part of this talk, I will talk about how you can convert network and system-specific artifacts into a set of Honeytoken-like IDS rules that again, can lead to anomaly detection, and perhaps even catching advanced or unidentified threats.</p><p>Here is a link to register for the meeting: <a href="https://us02web.zoom.us/webinar/register/WN_MJogFww8S4mIpEOctaTZlw#/registration" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">us02web.zoom.us/webinar/regist</span><span class="invisible">er/WN_MJogFww8S4mIpEOctaTZlw#/registration</span></a></p><p><a href="https://infosec.exchange/tags/Suricata" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Suricata</span></a> <a href="https://infosec.exchange/tags/EmergingThreats" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EmergingThreats</span></a> <a href="https://infosec.exchange/tags/DetectionEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DetectionEngineering</span></a> <a href="https://infosec.exchange/tags/ThreatHunting" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ThreatHunting</span></a> <a href="https://infosec.exchange/tags/OISF" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>OISF</span></a> <a href="https://infosec.exchange/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a></p>
Tero Keski-Valkama<p>I am a <a href="https://geeknews.chat/tags/SoftwareEngineer" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SoftwareEngineer</span></a> and an <a href="https://geeknews.chat/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://geeknews.chat/tags/researcher" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>researcher</span></a> living in a <a href="https://geeknews.chat/tags/polyamorous" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>polyamorous</span></a> relationship in <a href="https://geeknews.chat/tags/Benalm%C3%A1dena" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Benalmádena</span></a>, <a href="https://geeknews.chat/tags/M%C3%A1laga" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Málaga</span></a>, <a href="https://geeknews.chat/tags/Spain" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Spain</span></a>. I mainly post <a href="https://geeknews.chat/tags/InternationalNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>InternationalNews</span></a> and <a href="https://geeknews.chat/tags/technology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>technology</span></a>.</p><p>I have authored 16+ <a href="https://geeknews.chat/tags/patents" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>patents</span></a>, I am doing research on <a href="https://geeknews.chat/tags/Industrial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Industrial</span></a> <a href="https://geeknews.chat/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a> using <a href="https://geeknews.chat/tags/DifferentiableComputing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DifferentiableComputing</span></a> and <a href="https://geeknews.chat/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a>.</p><p>I hack with <a href="https://geeknews.chat/tags/SDR" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SDR</span></a> and I have a <a href="https://geeknews.chat/tags/FlipperZero" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FlipperZero</span></a>.</p><p>I have programmed computers since I was 6 years old and they generally do what I tell them to.</p><p><a href="https://geeknews.chat/tags/introduction" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>introduction</span></a>, <a href="https://geeknews.chat/tags/introductions" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>introductions</span></a></p>
Marko Jahnke<p>In the early 2000s, <a href="https://bonn.social/tags/SvenHenkel" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SvenHenkel</span></a> and myself developed an <a href="https://bonn.social/tags/IDMEF" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IDMEF</span></a>/ <a href="https://bonn.social/tags/IDXP" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IDXP</span></a> compliant security event message pipelining framework for collecting and consolidating log messages, e.g., from network <a href="https://bonn.social/tags/IDS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IDS</span></a>, and <a href="https://bonn.social/tags/EDR" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>EDR</span></a> products. </p><p>In the messages stream, we were able to match multi-stage <a href="https://bonn.social/tags/correlation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>correlation</span></a> <a href="https://bonn.social/tags/DetectionRules" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DetectionRules</span></a> in near real-time (in-memory), before everything was stored in a central database. Structural graph-based <a href="https://bonn.social/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AnomalyDetection</span></a> was developed later by some colleagues.</p><p>We called it <a href="https://bonn.social/tags/MetaIDS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MetaIDS</span></a>.</p>
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