Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2

Liu, H., He, J., Su, H., Huang, J., & Peng, X. (2027). Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2. Biomedical Signal Processing and Control. https://doi.org/10.1016/j.bspc.2026.111442

Liu, Haozheng, Jian He, Haoru Su, Jin Huang, and Xiaolan Peng. 2027. "Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2." Biomedical Signal Processing and Control. https://doi.org/10.1016/j.bspc.2026.111442.

Liu, H., He, J., Su, H., Huang, J. and Peng, X. (2027) 'Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2', Biomedical Signal Processing and Control. doi: 10.1016/j.bspc.2026.111442.

Liu, Haozheng, et al. "Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2." Biomedical Signal Processing and Control, 2027. https://doi.org/10.1016/j.bspc.2026.111442.

H. Liu, J. He, H. Su, J. Huang, and X. Peng, "Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2," Biomedical Signal Processing and Control, 2027, doi: 10.1016/j.bspc.2026.111442.

@article{liu2027dualstream,
  title         = {{Dual-Stream Cross-Differential Transformer for obstructive sleep apnea detection via biosignal fusion of ECG and SpO2}},
  author        = {Liu, Haozheng and He, Jian and Su, Haoru and Huang, Jin and Peng, Xiaolan},
  year          = {2027},
  journal       = {Biomedical Signal Processing and Control},
  doi           = {10.1016/j.bspc.2026.111442}
}