Brian Kenji Iwana

An empirical survey of data augmentation for time series classification with neural networks

Brian Kenji Iwana, Seiichi Uchida · PLoS ONE · 2021 · 628 citations · Full text

Engineering, Machine Learning, Autoencoders +16

Explaining Convolutional Neural Networks using Softmax Gradient Layer-wise Relevance Propagation

Brian Kenji Iwana, Ryohei Kuroki, Seiichi Uchida · 2019 · 94 citations

Artificial Intelligence, Convolutional Neural Network, Multiple Instance Learning +17

Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher

Brian Kenji Iwana, Seiichi Uchida · 2021 · 91 citations

Engineering, Machine Learning, Autoencoders +16

DTW-NN: A novel neural network for time series recognition using dynamic alignment between inputs and weights

Brian Kenji Iwana, Volkmar Frinken, Seiichi Uchida · Knowledge-Based Systems · 2019 · 75 citations

Time Series Recognition, Dynamic Alignment, Engineering +8

Complex image processing with less data—Document image binarization by integrating multiple pre-trained U-Net modules

Seokjun Kang, Brian Kenji Iwana, Seiichi Uchida · Pattern Recognition · 2020 · 69 citations

Image Processing, Image Analysis, Machine Learning +8