“Task List”版本间的差异

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Speech Recognition
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=Task To Do=
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[[previous]]
==Speech Recognition==
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===CTC expanded===
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*Voice activity detection
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:*LSTM+CTC
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:*TDNN+CTC
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::* BLANK as silence, others as speech
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*Keyword detection
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:* Character/Word-level, external key-word fst
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:* G-fst need to be signal word?
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*Emotion recognition
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:* LSTM-CTC
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===Network architecture test===
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*chain model:
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:*tdnn + simple-lstm
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::* only keep forget gate
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*ctc+mpe
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:* similar to chain training
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===Spiral Joint Training of SPEECH and SPEAKER===
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*ASR & SID parallel training and benefit mutual
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===Small data-set and Big model===
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*Investigate the efficiency of pre-training  on small/big-model using dark-knowledge
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===Low-resource language improvement===
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*SID
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:* How to improve low-resource speaker
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===End-to-End speech recognition===
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* Discriminative-Learning code implementation
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:* Zhiyuan Tang
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===Multi-task===
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* Fusion of speech-recognition and speech-rate
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:* Xiangyu Zeng
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* Self-informed neural network structure learning
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:* Mengyuan Zhao
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===Integrate the class information to HCLG fst for speech recognition===
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*zhiyuan
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===Distant speech recognition===
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*RNN-DAE: echo or reverberation
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:*Xuewei Zhang/Zhiyuan Tang/Mengyuan Zhao/Zhiyong Zhang
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*Reverberation
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:*Mutli-microphones
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:*(Lasso),Xuewei Zhang
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===Voice conversation===
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*hold
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===Sparse DNN===
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*Zhiyuan Tang
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===Correlation based SENONE cluster===
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===NN Multi-GPU parallel traing===
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*Multi-GPU using data parallelization
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:*Sheng Su
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* nnet3 mpe
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:* Xuewei Zhang
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===Audio Embedding===
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*Ke Ning
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===RNN training accelerating===
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===Data selection===
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*Zhiyong Zhang
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*Sub-modular data selection
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*Objective-function loss training self-adaptation
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===Decoder===
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*Confidence output for task-required
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==Speaker Verification==
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===binary code===
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*Lantian Li
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===RNN-ivector===
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*Lantian Li
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===DNN clustering===
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*Lantian Li
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=Task DONE=
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==Multi-Mode features based VAD==
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* Shi Yin
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==DNN based Language identification and Speaker identification==
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* Xuewei Zhang/Zhiyuan Tang
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==Neural network visulization==
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* Mian Wang,DONE
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==Dark knowledge==
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* Mengyuan Zhao, Xiangyu Zeng, Zhiyong Zhang, Chao Liu
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==Normal RNN speech recognition==
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* Mengyuan Zhao
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==Monmentum-like Hessien-Free acceleration==
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* Nestrov/Adagrad/AdaDelta/AdaM
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* Zhiyong Zhang/Xiangyu Zeng
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==Activation value normalization through time --Batch Normalization==
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* Zhiyong Zhang
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==Mix-training Balance decision tree==
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* Zhiyong Zhang
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==20-h Chinese data-set release==
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* Xuewei Zhang
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==Unbound activation function(Rectifier/Maxout/Pnorm) go-through searching method==
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* nne3 test --Xuewei Zhang
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=Technical Report To Write=
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1, DNN-DAE based noise cancellation -- Xiangyu Zeng / Mengyuan Zhao / Zhiyong Zhang  --DONE
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2, Speech Rate DNN speech recognition --Shi Yin/Xiangyu Zeng --DONE
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3, CNN+fbank feature combination --Mian Wang /Yiye Lin /Mengyuan Zhao /Shi Yin
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4, Uyghur low-resource acoustic model enhancement -- Shi Yin / Mengyuan Zhao / Zhiyong Zhang --DONE
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5, Uyghur 20h database release --Kaer /Shi Yin --DONE
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6,Dark-Knowledge Transfer
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    *: Xiangyu Zeng/ Mengyuan Zhao / Zhiyong Zhang
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=Paper to Write=
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=Patent done=
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* A method of new word enhancement for speech recognition --Yue Zhang
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=Project=
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* Xiaomi TV
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:*Mengyuan Zhao/Zhiyong Zhang
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:*TAG-lm & Domain-specific general lm
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*Chinese-English mix-training
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2016年10月16日 (日) 12:16的版本

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