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Aiming at the problem of low detection accuracy or missing detection caused by dense vehicles and small scale of distant vehicles in the visual detection of urban road scenes, an improved YOLOv3-SPP algorithm was proposed to optimize the activation function and take DIOU-NMS Loss as the boundary frame loss function to enhance the expression ability of the network. In order to improve the feature extraction ability of the proposed algorithm for small targets and occluding targets, the void convolution module was introduced to increase the receptive field of the target. Based on the experimental results, the proposed algorithm improves the mAP by 1.79% when detecting vehicle targets, and also effectively reduce the missing phenomenon when detecting tight vehicle targets. [ABSTRACT FROM AUTHOR]

[Display omitted] Glioma is one of the most common malignant primary brain tumors, with poor prognosis and high recurrence. There are currently few drugs approved for brain tumors; thus, it is necessary to develop new effective drugs. Natural diterpenoids have important biological activities, including antiinflammatory, antioxidative, and antitumor effects. In this study, 7α,14β-dihydroxy- ent -kaur-17-dimethylamino-3,15-dione (DGA), a diterpenoid compound modified from glaucocalyxin A, inhibited the proliferation of many tumor cells, especially glioma. Flow cytometry analysis showed that DGA induced apoptosis in glioma cells. DGA also inhibited xenograft tumors in nude mice. It affected the expression of ceramide synthases (CerS) in glioma cells; CerS1 decreased, and CerS2 and CerS5 increased, resulting in a change in the composition of glycosphingolipids containing varying acyl chain lengths. In glioma cells treated with DGA, the gene transcription of activating transcription factor 4 (ATF4), X-box binding protein-1 (XBP1), and C/EBP-homologous protein (CHOP) in unfolded protein response pathways was upregulated. Meanwhile, the ratio of proapoptotic protein Bcl-2–associated X protein (BAX) to antiapoptotic protein B-cell lymphoma 2 (Bcl-2) also increased. This suggested that an imbalance of glycosphingolipids caused by DGA induced severe endoplasmic reticulum stress and triggered cell apoptosis. Moreover, Western blotting showed DGA inhibited the signal transducers and activators of transcription 3 (STAT3) signaling pathway by reducing the phosphorylation of STAT3 and its upstream kinases, which also promoted the apoptosis of glioma cells. Together, these results explored the anticancer activities of DGA and highlighted it as a potential candidate for treating glioma. [ABSTRACT FROM AUTHOR]