作者
Chamath Abeysinghe, Anuradha Welivita, Indika Perera
发表日期
2019/6/1
图书
Proceedings of the 3rd International Conference on Graphics and Signal Processing
页码范围
8-12
简介
Research into deep learning models suitable for small data sets is still in an immature state since it has received less attention from the machine learning community. Identifying a snake species using images, is a classification problem which has a number of medical, educational and safety-related importance but no large data set. Due to the lack of large data sets and difficulty in collecting such data set, no one has applied deep learning algorithms, to solve this problem. In this paper, we explored the applicability of single shot learning techniques along with deep neural networks to solve the snake image classification problem. By using a convolutional architecture, we were able to achieve strong results and did a comparative analysis with human results.
引用总数
2020202120222023202426342
学术搜索中的文章
C Abeysinghe, A Welivita, I Perera - Proceedings of the 3rd International Conference on …, 2019