26 citations · 28 across the 4 of their papers we have counts for
4 papers
AIM: Adversarial Information Masking for Faithfulness Evaluation of Saliency Maps
Chia-Ying Hsieh, Hsin-Yuan Fang, Chun-Shu Wei
Post-hoc saliency methods are widely used to interpret deep neural networks, but their faithfulness is difficult to evaluate reliably. Existing evaluations mask features according…
MAtt: A Manifold Attention Network for EEG Decoding
Yue-Ting Pan, Jing-Lun Chou, Chun-Shu Wei
Recognition of electroencephalographic (EEG) signals highly affect the efficiency of non-invasive brain-computer interfaces (BCIs). While recent advances of deep-learning (DL)-base…
CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction
Pin-Hua Lai, Bo-Shan Wang, Wei-Chun Yang +2
Human electroencephalography (EEG) is a brain monitoring modality that senses cortical neuroelectrophysiological activity in high-temporal resolution. One of the greatest challenge…
ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation
Ya-Lin Huang, Chia-Ying Hsieh, Jian-Xue Huang +1
We have developed a graphic user interface (GUI), ExBrainable, dedicated to convolutional neural networks (CNN) model training and visualization in electroencephalography (EEG) dec…