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A novel adversarial learning strategy for medical image classification


Jul 07, 2022
Zong Fan, Xiaohui Zhang, Jacob A. Gasienica, Jennifer Potts, Su Ruan, Wade Thorstad, Hiram Gay, Pengfei Song, Xiaowei Wang, Hua Li


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Towards Measuring Fairness in Speech Recognition: Casual Conversations Dataset Transcriptions


Nov 18, 2021
Chunxi Liu, Michael Picheny, Leda Sarı, Pooja Chitkara, Alex Xiao, Xiaohui Zhang, Mark Chou, Andres Alvarado, Caner Hazirbas, Yatharth Saraf

* Submitted to ICASSP 2022. Our dataset will be publicly available at (https://ai.facebook.com/datasets/casual-conversations-downloads) for general use. We also would like to note that considering the limitations of our dataset, we limit the use of it for only evaluation purposes (see license agreement) 

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Omni-sparsity DNN: Fast Sparsity Optimization for On-Device Streaming E2E ASR via Supernet


Oct 15, 2021
Haichuan Yang, Yuan Shangguan, Dilin Wang, Meng Li, Pierce Chuang, Xiaohui Zhang, Ganesh Venkatesh, Ozlem Kalinli, Vikas Chandra


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Accent-Robust Automatic Speech Recognition Using Supervised and Unsupervised Wav2vec Embeddings


Oct 08, 2021
Jialu Li, Vimal Manohar, Pooja Chitkara, Andros Tjandra, Michael Picheny, Frank Zhang, Xiaohui Zhang, Yatharth Saraf

* Submitted to ICASSP 2022 

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Streaming Transformer Transducer Based Speech Recognition Using Non-Causal Convolution


Oct 07, 2021
Yangyang Shi, Chunyang Wu, Dilin Wang, Alex Xiao, Jay Mahadeokar, Xiaohui Zhang, Chunxi Liu, Ke Li, Yuan Shangguan, Varun Nagaraja, Ozlem Kalinli, Mike Seltzer

* 5 pages, 3 figures, submit to ICASSP 2022 

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On lattice-free boosted MMI training of HMM and CTC-based full-context ASR models


Jul 09, 2021
Xiaohui Zhang, Vimal Manohar, David Zhang, Frank Zhang, Yangyang Shi, Nayan Singhal, Julian Chan, Fuchun Peng, Yatharth Saraf, Mike Seltzer

* submitted to ASRU 2021 

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Impact of deep learning-based image super-resolution on binary signal detection


Jul 06, 2021
Xiaohui Zhang, Varun A. Kelkar, Jason Granstedt, Hua Li, Mark A. Anastasio


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Fast, Simpler and More Accurate Hybrid ASR Systems Using Wordpieces


May 19, 2020
Frank Zhang, Yongqiang Wang, Xiaohui Zhang, Chunxi Liu, Yatharth Saraf, Geoffrey Zweig

* submitted to interspeech 2020 

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