利用MobileNet算法识别印尼传统糕点

Faruq Aziz
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引用次数: 0

摘要

印度尼西亚是一个拥有多种文化的国家,从舞蹈到烹饪和食物的变化。蛋糕是一种独特的变种食品,包括传统的蛋糕。尽管名字是一样的,但各种定制的蛋糕会让味道变得特别。传统蛋糕是祖先文化的一部分,在该地区或印尼社会代代相传。机器学习方法适合于一致清晰的物体识别,这需要复杂的图像预处理和特征提取方法。我们研究的建议模型是定制的MobileNetv2,然后我们进行了微调,然后我们所有的训练数据集进行数据增强,以创建具有各种模式的新数据集,以便训练数据集可以更多,避免过拟合,模型可以检测蛋糕差异,准确率为94%,损失为0.06。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Recognition of Indonesian Traditional Cakes using The MobileNet Algorithm
Indonesia is a country with a variety of cultures, ranging from dance to cuisine and food variations. Cake is one of the unique variations of food include traditional cake. A variety of custom-made cakes will make the taste special, even though the name is the same. Traditional cakes are foods that are part of the ancestral culture that has been passed down from generation to generation explicitly in the region or Indonesian society. Machine learning methods are suitable for consistent and clear object recognition, this requires complex image pre-processing and feature extraction methods. The proposed model of our research is MobileNetv2 which was customized and then we did fine tuning then all of our training datasets do data-augmentation to create new datasets with various patterns so that the train dataset can be more numerous and avoid overfitting and the model can detect cake differences with an accuracy rate of 94% and loss 0.06.
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