云南师范大学学报（自然科学版）2024，Vol.44Issue(2)：49-53,5.DOI:10.7699/j.ynnu.ns-2024-024
基于知识蒸馏的步态识别方法
Gait Rcognition Method Based on Knowledge Distillation
摘要
Abstract
Aiming at the problems of high complexity of network model,large number of parameters and slow speed of training and testing in gait recognition,a gait recognition method based on knowl-edge distillation is proposed.The ConvNext-KD model was trained by knowledge distillation method,and the recognition accuracy of ConvNext-KD model was improved without increasing the new training data set,model complexity and model parameter number.The method is simulated in CASIA-B and CASIA-C databases of Chinese Academy of Sciences.The results show that the ConvNext-KD model can significantly shorten the duration of the training test and obtain higher recognition accuracy while keeping the number of parameters and complexity low.关键词
步态识别/知识蒸馏/ConvNextKey words
Gait recognition/Knowledge distillation/ConvNext分类
信息技术与安全科学引用本文复制引用
李若愚,云利军,金雪松,杨彦辰,程飞燕..基于知识蒸馏的步态识别方法[J].云南师范大学学报（自然科学版）,2024,44(2):49-53,5.基金项目
国家自然科学基金资助项目(62265017) （62265017）
云南师范大学研究生科研创新基金资助项目(YJSJJ23-B181) （YJSJJ23-B181）
