The collective intelligence of asymmetric learning promotes cooperation on collaborative networks
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Physics A: Mathematical and Theoretical"
DOI: 10.1088/1751-8121/adcb08
Abstract: The learning activities in collective intelligence have inspired many collective behaviors, such as self-organization, which is extremely important for human society. Most learning relations are unilateral or asymmetrical, depending on social status. In particular, the… read more here.
Keywords: collective intelligence; asymmetric learning; learning promotes; promotes cooperation ... See more keywords
Ultrasound Nodule Segmentation Using Asymmetric Learning With Simple Clinical Annotation
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2024.3394261
Abstract: Recent advances in deep learning have greatly facilitated the automated segmentation of ultrasound images, which is essential for nodule morphological analysis. Nevertheless, most existing methods depend on extensive and precise annotations by domain experts, which… read more here.
Keywords: asymmetric learning; segmentation; ultrasound nodule; using asymmetric ... See more keywords