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# Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training
This is the official repository for the paper titled "An Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training". This repository allows you to train the ensemble of DNNs and classify the SSVEP signal using the most similar $k$ many DNNs as explained in the paper.
This is the official repository for the paper titled "An Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training" [1] (link: https://arxiv.org/abs/2209.01511). This repository allows you to train the ensemble of DNNs and classify the SSVEP signal using the most similar $k$ many DNNs as explained in the paper.

# Preparation
The Benchmark dataset [1] and BETA dataset [2] must be downloaded. The link for the both datasets: http://bci.med.tsinghua.edu.cn/download.html.
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PO4, PO6, POz, O1, Oz, O2).

# References
1. Y. Wang, X. Chen, X. Gao, and S. Gao, “A benchmark dataset for
1. O. B. Guney, H. Ozkan, "An Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training", arXiv, 2022.
2. Y. Wang, X. Chen, X. Gao, and S. Gao, “A benchmark dataset for
ssvep-based brain–computer interfaces,” IEEE Transactions on Neural Systems and
Rehabilitation Engineering,vol. 25, no. 10, pp. 1746–1752, 2016.
2. B. Liu, X. Huang, Y. Wang, X. Chen, and X. Gao, “Beta: A large
3. B. Liu, X. Huang, Y. Wang, X. Chen, and X. Gao, “Beta: A large
benchmark database toward ssvep-bci application,” Frontiers in
Neuroscience, vol. 14, p. 627, 2020.
3. O. B. Guney, M. Oblokulov and H. Ozkan, "A Deep Neural Network for SSVEP-Based Brain-Computer Interfaces," IEEE Transactions on Biomedical Engineering, vol. 69, no. 2, pp. 932-944, 2022.
4. O. B. Guney, M. Oblokulov and H. Ozkan, "A Deep Neural Network for SSVEP-Based Brain-Computer Interfaces," IEEE Transactions on Biomedical Engineering, vol. 69, no. 2, pp. 932-944, 2022.

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