https://jbnu.macs.or.kr/ko/tag/device-invariance/Device InvarianceHugo Blox Builder (https://hugoblox.com)koTue, 22 Sep 2026 00:00:00 +0900https://jbnu.macs.or.kr/media/icon_hu006eacee63deb1d8999057a3cbfdb748_78083_512x512_fill_lanczos_center_3.pnghttps://jbnu.macs.or.kr/ko/tag/device-invariance/https://jbnu.macs.or.kr/ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/Tue, 22 Sep 2026 00:00:00 +0900https://jbnu.macs.or.kr/ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/<h3 id="framework-overview">Framework Overview</h3> <p><a href="featured.png"> <figure > <div class="d-flex justify-content-center"> <div class="w-100" ><img alt="Skin diagnosis framework combining hierarchical hybrid normalization, keypoint-guided Skin Mixture-of-Experts, and biomarker-aware aggregation." srcset=" /ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/featured_hu0dad6d00565a16add4a464c0cfcf280f_1338069_83f30ce7f8c2bf0af9b5642fb98c05ac.webp 400w, /ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/featured_hu0dad6d00565a16add4a464c0cfcf280f_1338069_22168bf42d051d363c0c826889ed9b45.webp 760w, /ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/featured_hu0dad6d00565a16add4a464c0cfcf280f_1338069_1200x1200_fit_q75_h2_lanczos_3.webp 1200w" src="https://jbnu.macs.or.kr/ko/publication/0047-biomarker-aware-mixture-of-experts-for-device-invariant-personalized-skin-diagnosis/featured_hu0dad6d00565a16add4a464c0cfcf280f_1338069_83f30ce7f8c2bf0af9b5642fb98c05ac.webp" width="760" height="575" loading="lazy" data-zoomable /></div> </div></figure> </a></p> <p><em>Figure 1 from the paper. The framework combines device and illumination normalization, biomarker-specific expert routing, and clinically constrained evidence aggregation for personalized skin diagnosis.</em></p>