no code implementations • 4 Jan 2024 • JunFeng Hou, Peiyao Wang, Jincheng Zhang, Meng Yang, Minwei Feng, Jingcheng Yin
Deploying end-to-end speech recognition models with limited computing resources remains challenging, despite their impressive performance.
no code implementations • 2 Apr 2021 • Lu Huang, Jingyu Sun, Yufeng Tang, JunFeng Hou, Jinkun Chen, Jun Zhang, Zejun Ma
This work describes an encoder pre-training procedure using frame-wise label to improve the training of streaming recurrent neural network transducer (RNN-T) model.
no code implementations • 6 Aug 2020 • Liangfa Wei, Jie Zhang, JunFeng Hou, Li-Rong Dai
The proposed method can sufficiently combine the two streams and weaken the over-reliance on the audio modality.
1 code implementation • 6 May 2015 • Shiliang Zhang, Hui Jiang, MingBin Xu, JunFeng Hou, Li-Rong Dai
In this paper, we propose the new fixed-size ordinally-forgetting encoding (FOFE) method, which can almost uniquely encode any variable-length sequence of words into a fixed-size representation.