Speech enhancement method integrating squeeze and excitation channel attention mechanism and improved CGAN
Yecai Guo, Meiyu Liang, Tianyue Jiang · 2026
Read Speech enhancement method integrating squeeze and excitation channel attention mechanism and improved CGAN by Yecai Guo, Meiyu Liang, Tianyue Jiang (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/plos-pone-0359641.txt.
Description
Yecai Guo, Meiyu Liang, and Tianyue Jiang published this research article in PLOS ONE in 2026. It presents a speech enhancement method, software that cleans noisy recordings so voices come through clearly. The method integrates a channel attention mechanism of the squeeze-and-excitation kind, which teaches the network which sound channels matter, with an improved CGAN, a generative model.
Cleaner speech helps hearing aids, phone calls, and voice recognition in noisy places. Attention mechanisms let the model focus on speech-like parts of a signal instead of treating all noise alike. Audio engineers and researchers in speech technology are the readers comparing this design against other enhancement methods.
Catalog record
| CREATOR | Yecai Guo, Meiyu Liang, Tianyue Jiang |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 49448 |
| LICENSE | CC_BY |
| RIGHTS | CC BY |
| SOURCE | PLOS |