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A deep learning approach to improving spectral analysis of fruit quality under ...

Yang, Jie; Luo, Xuan; Zhang, Xiaolei; Passos, Dário; Xie, Lijuan; Rao, Xiuqin; Xu, Huirong; Ting, K.C.; Lin, Tao; Ying, Yibin

Model updating for developed calibrations is critical for robust spectral analysis in fruit quality control. Existing methods have limitations that usually need sufficient samples for model recalibration and are mainly designed for conventional linear models. This study proposes a model fine-tuning approach to update nonlinear deep learning models using limited sample sizes for fruit detection under interseason...


Antimycobacterial evaluation and preliminary phytochemical investigation of sel...

Luo, Xuan; Pires, David; Aínsa, José; Gracia, Begoña; Mulhovo, Silva; Duarte, Aida; Anes, Elsa; Ferreira, Maria José Umbelino

Ethnopharmacological relevance Several medicinal plants are traditionally used in Mozambique to treat tuberculosis and related symptoms. Aims of the study It was aimed to assess the in vitro antimycobacterial activity of crude extracts from fifteen medicinal plants and to reveal main classes of compounds which may account for the activity of extracts. Methods and materials The plant materials were sequentially ...


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