DDP-FedFV: A Dual-Decoupling Personalized Federated Learning Framework for Finger Vein Recognition.

Finger vein recognition methods, as emerging biometric technologies, have attracted increasing attention in identity verification due to their high accuracy and live detection capabilities. However, as privacy protection awareness increases, traditional centralized finger vein recognition algorithms face privacy and security issues. Federated learning, a distributed training method that protects data privacy without sharing data across endpoints, is gradually being promoted and applied. Nevertheless, its performance is severely limited by heterogeneity among datasets. To address these issues, this paper proposes a dual-decoupling personalized federated learning framework for finger vein recognition (DDP-FedFV). The DDP-FedFV method combines generalization and personalization. In the first stage, the DDP-FedFV method implements a dual-decoupling mechanism involving model and feature decoupling to optimize feature representations and enhance the generalizability of the global model. In the second stage, the DDP-FedFV method implements a personalized weight aggregation method, federated personalization weight ratio reduction (FedPWRR), to optimize the parameter aggregation process based on data distribution information, thereby enhancing the personalization of the client models. To evaluate the performance of the DDP-FedFV method, theoretical analyses and experiments were conducted based on six public finger vein datasets. The experimental results indicate that the proposed algorithm outperforms centralized training models without increasing communication costs or privacy leakage risks.

Analysis of findings of ear, nose, and throat exam of some freshmen in military college entrance examination in Shandong Province / 中国学校卫生

Objective@#To analyze the ear, nose, and throat exam of some freshmen in the military college entrance examination in Shandong Province in 2020 and to facilitate adolescent targeted health promotion.@*Methods@#The 1 411 freshmen participating in the military college entrance examination in Jinan, Zibo and Weifang of Shandong Province were included. The ear, nose, and throat exam were performed by professionals using electric otoscope, 5 meter whispering test, and front rhinoscope.@*Results@#Nasal septal deviation and hypertrophy of inferior turbinate accounted for the highest proportion. Among 489 cases of nasal septum deviation, the detection rate of Jinan (15.97%) was significantly lower than that of Weifang (43.60%) and Zibo (46.53%) ( χ 2=63.32， P <0.05). For deviation of nasal septum, the detection rate in students with urban residence (31.53%) was significantly lower than that of rural students (39.03%) ( χ 2=4.11， P <0.05). Seventy two cases of inferior turbinate hyperplasia were detected, and the detection rate in Jinan (2.99%) was significantly lower than that in Weifang (6.51%) and Zibo (6.04%) ( χ 2=6.63， P <0.05). The detection rate of tonsil hypertrophy was significantly lower in boys (4.63%), students from urban area (3.94%), compared with that of girls(9.56%) and rural students (6.70%) ( χ 2=5.35，4.86， P <0.05). In pharyngeal examination, tonsil hyperplasia was the most common condition of enlarged tonsils ( n =214), which was significantly higher in Jinan(22.36%) than that of Weifang (11.71 %) and Zibo (10.74%) ( χ 2=22.39， P <0.05), and was significantly lower in boys (14.38%) and rural students (12.40%) than that in girls (22.79%) and urban students (17.24%) ( χ 2=4.70，4.65， P <0.05).@*Conclusion@#Nasal septum deviation and tonsil hypertrophy are the most prevalent upper airway diseases among freshmen participating in the military college entrance examination. Prevention and treatment of nasopharynx diseases should be emphasized.

[Application of nasal nitric oxide in primary diffuse chronic rhinosinusitis].

Objective:This study aimed to investigate whether nasal nitric oxide（nNO） could be used to identify the main clinical phenotypes of primary diffuse chronic sinusitis（CRS） and reflect the severity of sinus mucosal lesions. Methods:A total of 57 patients with primary diffuse CRS were included as the case group in this study. And the patients were divided into eosinophilic CRS（EosCRS） group and non-EosCRS group according to the percentage of eosinophils in peripheral blood. At the same time, 32 healthy volunteers were selected as the control group. According to whether there is nasal polyps under nasal endoscopy, the EosCRS group was classified into EosCRS with nasal polyps（EosCRSwNP） and EosCRS without nasal polyps（EosCRSsNP）. In the same way, the non-EosCRS group was assigned to non-EosCRS with nasal polyps（non-EosCRSwNP） and non-EosCRS without nasal polyps（non-EosCRSsNP）. The levels of nNO were detected by single nostril air extraction with 10 mL/s flow rate and soft palate closure. The severity of sinus lesions were evaluated by Lund-Mackay score. The difference of nNO levels were compared by the Rank sum test. The correlation between nNO levels and Lund-Mackay score was analyzed by Pearson correlation analysis. Results:①The levels of nNO in EosCRS group [315.00（88.00, 446.50） ×10⁻9] and non-EosCRS group [419.00（181.00, 469.00） ×10⁻9] were significantly lower than those in the control group [457.00（431.00, 493.75） ×10⁻9]（P<0.01）. ②The levels of nNO in EosCRSwNP group [260.00（71.75, 391.50） ×10⁻9] were significantly lower than that in EosCRSsNP group [557.00（442.50, 619.75） ×10⁻9], and that in non-EosCRSwNP group [210.00（159.75, 434.25） ×10⁻9] were significantly lower than non-EosCRSsNP group [455.00（425.00, 481.00） ×10⁻9]（P<0.05）. ③There was a medially negative correlation between the levels of nNO and the total score of Lund-Mackay score in the EosCRS group（r=-0.567, P<0.01）. Conclusion:The levels of nNO can be used to determine whether primary diffuse CRS is accompanied by nasal polyps and reflect the severity of nasal sinus mucosal lesions, instead of identifying the main clinical phenotypes of primary diffuse CRS.