Search Results for author: Joshua Ball

Found 2 papers, 2 papers with code

Few-Shot Learning for Image Classification of Common Flora

1 code implementation7 May 2021 Joshua Ball

In this paper we will discuss: (1) our process of developing a robust multi-class convolutional neural network (CNN) for the task of few-shot image classification, (2) demonstrate that transfer learning is the superior method of helping create an image classification model when the dataset is large and (3) that MAML outperforms transfer learning in the case where data is very limited.

Classification Few-Shot Image Classification +4

Food Classification with Convolutional Neural Networks and Multi-Class Linear Discernment Analysis

1 code implementation6 Dec 2020 Joshua Ball

Convolutional neural networks (CNNs) have been successful in representing the fully-connected inferencing ability perceived to be seen in the human brain: they take full advantage of the hierarchy-style patterns commonly seen in complex data and develop more patterns using simple features.

Classification General Classification +3

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