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Scenarios Sensor Challenges &amp; Perception Obstacles</image:caption><image:title>Edge Case Scenarios Sensor Challenges &amp; Perception Obstacles</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(3).png</image:loc><image:caption>image (3)</image:caption><image:title>image (3)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/united-kingdom.png</image:loc><image:caption>united-kingdom</image:caption><image:title>united-kingdom</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-kognic-100-million-annotations-global-operations-social-share.jpg</image:loc><image:caption>kognic-kognic-100-million-annotations-global-operations-social-share</image:caption><image:title>kognic-kognic-100-million-annotations-global-operations-social-share</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Optimised/kognic-logo-black.webp</image:loc><image:caption>kognic-logo-black</image:caption><image:title>kognic-logo-black</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/linkedin-icon.svg</image:loc><image:caption>linkedin-icon</image:caption><image:title>linkedin-icon</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/menu-toggle.svg</image:loc><image:caption>menu-toggle</image:caption><image:title>menu-toggle</image:title></image:image><lastmod>2026-02-09</lastmod></url><url><loc>https://www.kognic.com/articles/how-foundation-models-are-revolutionizing-autonomous-vehicle-annotation</loc><image:image><image:loc>https://www.kognic.com/hubfs/instagram-icon.svg</image:loc><image:caption>instagram-icon</image:caption><image:title>instagram-icon</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(2).png</image:loc><image:caption>image (2)</image:caption><image:title>image (2)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/china.png</image:loc><image:caption>china</image:caption><image:title>china</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Car%20visualisation%20with%20annotated%20objects%20and%20lidar.png</image:loc><image:caption>Car visualisation with annotated objects and lidar</image:caption><image:title>Car visualisation with annotated objects and lidar</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/japan.png</image:loc><image:caption>japan</image:caption><image:title>japan</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Optimised/kognic-logo-black.webp</image:loc><image:caption>kognic-logo-black</image:caption><image:title>kognic-logo-black</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/menu-toggle.svg</image:loc><image:caption>menu-toggle</image:caption><image:title>menu-toggle</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-screenshot-language-grounding-social-share.jpg</image:loc><image:caption>kognic-screenshot-language-grounding-social-share</image:caption><image:title>kognic-screenshot-language-grounding-social-share</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/linkedin-icon.svg</image:loc><image:caption>linkedin-icon</image:caption><image:title>linkedin-icon</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(3).png</image:loc><image:caption>image (3)</image:caption><image:title>image (3)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/Logotype/kognic-logo-white.png</image:loc><image:caption>kognic-logo-white</image:caption><image:title>kognic-logo-white</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/united-kingdom.png</image:loc><image:caption>united-kingdom</image:caption><image:title>united-kingdom</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/AI-Generated%20Media/Images/3dmodel%20In%20a%20futuristic%20cityscape%20bathed%20in%20the%20warm%20glow%20of%20a%20setting%20sun%20sleek%20selfdriving%20machines%20glide%20effortlessly%20along%20shimmering%20streets%20Towe-3.png</image:loc><image:caption>3dmodel In a futuristic cityscape bathed in the warm glow of a setting sun sleek selfdriving machines glide effortlessly along shimmering streets Towe-3</image:caption><image:title>3dmodel In a futuristic cityscape bathed in the warm glow of a setting sun sleek selfdriving machines glide effortlessly along shimmering streets Towe-3</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Bjorn%20Ingmansson.png</image:loc><image:caption>Bjorn Ingmansson</image:caption><image:title>Bjorn Ingmansson</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/transparent-x-logo-black-and-white-photography-person-sitting-person-sitting-alone-in-dark-field-portrait660c8c623cadb4.06088315-removebg-preview%201.png</image:loc><image:caption>transparent-x-logo-black-and-white-photography-person-sitting-person-sitting-alone-in-dark-field-portrait660c8c623cadb4.06088315-removebg-preview 1</image:caption><image:title>transparent-x-logo-black-and-white-photography-person-sitting-person-sitting-alone-in-dark-field-portrait660c8c623cadb4.06088315-removebg-preview 1</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-Data-filtering-stages.png</image:loc><image:caption>kognic-Data-filtering-stages</image:caption><image:title>kognic-Data-filtering-stages</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(1).png</image:loc><image:caption>image (1)</image:caption><image:title>image (1)</image:title></image:image><lastmod>2025-11-26</lastmod></url><url><loc>https://www.kognic.com/articles/3d-point-cloud-annotation</loc><image:image><image:loc>https://www.kognic.com/hubfs/kognic-lidar-point-cloud-generation.jpg</image:loc><image:caption>kognic-lidar-point-cloud-generation</image:caption><image:title>kognic-lidar-point-cloud-generation</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-HITL-ML-social%20(1).jpg</image:loc><image:caption>kognic-HITL-ML-social (1)</image:caption><image:title>kognic-HITL-ML-social (1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/menu-toggle.svg</image:loc><image:caption>menu-toggle</image:caption><image:title>menu-toggle</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-3d-point-cloud-annotation-socials.jpg</image:loc><image:caption>kognic-3d-point-cloud-annotation-socials</image:caption><image:title>kognic-3d-point-cloud-annotation-socials</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-3d-annotation-types-comparison.jpg</image:loc><image:caption>Comparison of 3D annotation types: cuboids, semantic segmentation, instance segmentation, and object 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(1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/china.png</image:loc><image:caption>china</image:caption><image:title>china</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/united-kingdom.png</image:loc><image:caption>united-kingdom</image:caption><image:title>united-kingdom</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-Edge%20Case%20Detection-social%20(1)-1.jpg</image:loc><image:caption>kognic-Edge Case Detection-social (1)-1</image:caption><image:title>kognic-Edge Case Detection-social (1)-1</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(1).png</image:loc><image:caption>image (1)</image:caption><image:title>image 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LiDAR</image:caption><image:title>kognic-point-cloud-density-challenge</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/japan.png</image:loc><image:caption>japan</image:caption><image:title>japan</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/Logotype/kognic-logo-white.png</image:loc><image:caption>kognic-logo-white</image:caption><image:title>kognic-logo-white</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(3).png</image:loc><image:caption>image (3)</image:caption><image:title>image 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(3)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/linkedin-icon.svg</image:loc><image:caption>linkedin-icon</image:caption><image:title>linkedin-icon</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-Edge-Cases-in-Autonomous-Driving-banner%20(1).jpg</image:loc><image:caption>kognic-Edge-Cases-in-Autonomous-Driving-banner (1)</image:caption><image:title>kognic-Edge-Cases-in-Autonomous-Driving-banner (1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(1).png</image:loc><image:caption>image (1)</image:caption><image:title>image (1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Optimised/kognic-logo-black.webp</image:loc><image:caption>kognic-logo-black</image:caption><image:title>kognic-logo-black</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/kognic-Sensor%20Fusion%20Annotation%20for%20Autonomous%20Vehicles-social%20(1).jpg</image:loc><image:caption>kognic-Sensor Fusion Annotation for Autonomous Vehicles-social (1)</image:caption><image:title>kognic-Sensor Fusion Annotation for Autonomous Vehicles-social (1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/united-kingdom.png</image:loc><image:caption>united-kingdom</image:caption><image:title>united-kingdom</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Edge%20Case%20Categories.jpg</image:loc><image:caption>Four autonomous vehicle edge case categories: heavy rain and fog obscuring vision, unusual unidentified obstacle on roadway, unexpected pedestrian behavior near crosswalk, and sensor degradation from camera glare and lens flare</image:caption><image:title>Edge Case Categories</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/japan.png</image:loc><image:caption>japan</image:caption><image:title>japan</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Gemini_Generated_Image_r0hgwlr0hgwlr0hg.jpg</image:loc><image:caption>Three-stage edge case detection flow: rule-based detection using explicit logic, data-driven detection using ML models, and active learning with human-in-the-loop feedback, connected by continuous learning loops</image:caption><image:title>Gemini_Generated_Image_r0hgwlr0hgwlr0hg</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Bjorn%20Ingmansson.png</image:loc><image:caption>Bjorn Ingmansson</image:caption><image:title>Bjorn Ingmansson</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Gemini_Generated_Image_o97ysio97ysio97y.jpg</image:loc><image:caption>Power-law distribution of autonomous driving scenarios showing common events like highway driving comprising 99 percent of training data while safety-critical edge cases form a long tail of rare but dangerous events</image:caption><image:title>Gemini_Generated_Image_o97ysio97ysio97y</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/Logotype/kognic-logo-white.png</image:loc><image:caption>kognic-logo-white</image:caption><image:title>kognic-logo-white</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/china.png</image:loc><image:caption>china</image:caption><image:title>china</image:title></image:image><lastmod>2026-03-27</lastmod></url><url><loc>https://www.kognic.com/articles/similarity-search</loc><image:image><image:loc>https://www.kognic.com/hubfs/transparent-x-logo-black-and-white-photography-person-sitting-person-sitting-alone-in-dark-field-portrait660c8c623cadb4.06088315-removebg-preview%201.png</image:loc><image:caption>transparent-x-logo-black-and-white-photography-person-sitting-person-sitting-alone-in-dark-field-portrait660c8c623cadb4.06088315-removebg-preview 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(1)</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/menu-toggle.svg</image:loc><image:caption>menu-toggle</image:caption><image:title>menu-toggle</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/linkedin-icon.svg</image:loc><image:caption>linkedin-icon</image:caption><image:title>linkedin-icon</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Similarity%20Search.png</image:loc><image:caption>Similarity Search</image:caption><image:title>Similarity Search</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/united-kingdom.png</image:loc><image:caption>united-kingdom</image:caption><image:title>united-kingdom</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Bjorn%20Ingmansson.png</image:loc><image:caption>Bjorn Ingmansson</image:caption><image:title>Bjorn Ingmansson</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Edge%20Case%20Scenarios%20Sensor%20Challenges%20&amp;%20Perception%20Obstacles.png</image:loc><image:caption>Edge Case Scenarios Sensor Challenges &amp; Perception Obstacles</image:caption><image:title>Edge Case Scenarios Sensor Challenges &amp; Perception Obstacles</image:title></image:image><image:image><image:loc>https://www.kognic.com/hubfs/Kognic_theme_assets/Logo/image%20(2).png</image:loc><image:caption>image (2)</image:caption><image:title>image 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