Task List

Task To Do

Speech Recognition

• End-to-End speech recognition

• Zhiyuan Tang/Mengyuan Zhao/Zhiyong Zhang

• Integrate the class information to HCLG fst for speech recognition

• Distant speech recognition

• RNN-DAE: echo or reverberation

• Mengyuan Zhao/Zhiyong Zhang

• Reverberation

• Mutli-microphones
• (Lasso),Xuewei Zhang

• Voice conversation

• xx

• Unbound activation function(Rectifier/Maxout/Pnorm) go-through searching method

• Zhiyong Zhang/Zhiyuan Tang

• Sparse DNN

• Zhiyuan Tang

• Monmentum-like Hessien-Free acceleration

• Correlation based SEONE cluster

• NN Multi-GPU parallel traing

• Multi-Machine

• nnet2 optimization

• Multi-GPU on one Machine

• Sheng Su

• Audio Embedding

• Activation value normalization through time

• For bigger learning rate

• Mix-training Balance decision tree

• Zhiyong Zhang

• RNN training accelerating

• Data selection

• Zhiyong Zhang
• Sub-modular data selection

• Decoder

• Confidence output for task-required

Speaker Verification

• SUSR-ivector

• Lantian Li

• binary code

• Lantian Li

• RNN-ivector

• Lantian Li

• DNN clustering

• Lantian Li

• 录音重放检测（专利）

• Lantian Li

Task DONE

• Multi-Mode features based VAD*

• Shi Yin, DONE

• DNN based Language identification and Speaker identification*

• Xuewei Zhang/Zhiyuan Tang

• Neural network visulization*

• Mian Wang,DONE

• Dark knowledge*

• Mengyuan Zhao, Xiangyu Zeng, Zhiyong Zhang, Chao Liu

• Normal RNN speech recognition*

• Mengyuan Zhao

==

Technical Report To Write

1, DNN-DAE based noise cancellation -- Xiangyu Zeng / Mengyuan Zhao / Zhiyong Zhang  --DONE
2, Speech Rate DNN speech recognition --Shi Yin/Xiangyu Zeng --DONE
3, CNN+fbank feature combination --Mian Wang /Yiye Lin /Mengyuan Zhao /Shi Yin
4, Uyghur low-resource acoustic model enhancement -- Shi Yin / Mengyuan Zhao / Zhiyong Zhang --DONE
5, Uyghur 20h database release --Kaer /Shi Yin --DONE
6，Dark-Knowledge Transfer
   *: Xiangyu Zeng/ Mengyuan Zhao / Zhiyong Zhang

Project

• Xiaomi TV

• Mengyuan Zhao/Zhiyong Zhang
• TAG-lm & Domain-specific general lm

• Chinese-English mix-training