Brian Kenji Iwana

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

Brian Kenji Iwana, Seiichi Uchida · PLoS ONE · 2021 · 671 citations · Full text

Computing, Computer Science, Data Mining +9

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

Brian Kenji Iwana, Ryohei Kuroki, Seiichi Uchida · 2019 · 98 citations

Computing, Computer Science, Computer Vision +14

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

Brian Kenji Iwana, Seiichi Uchida · 2021 · 93 citations

Computing, Computer Science, Computer Vision +12

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 · 79 citations

Computing, Computer Science, Machine Learning +10

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 · 71 citations

Computing, Computer Science, Computer Vision +14