Deep learning radiomics for assessment of gastroesophageal varices in people with compensated advanced chronic liver disease

no code implementations • 13 Jun 2023 • Lan Wang, Ruiling He, Lili Zhao, Jia Wang, Zhengzi Geng, Tao Ren, Guo Zhang, Peng Zhang, Kaiqiang Tang, Chaofei Gao, Fei Chen, Liting Zhang, Yonghe Zhou, Xin Li, Fanbin He, Hui Huan, Wenjuan Wang, Yunxiao Liang, Juan Tang, Fang Ai, Tingyu Wang, Liyun Zheng, Zhongwei Zhao, Jiansong Ji, Wei Liu, Jiaojiao Xu, Bo Liu, Xuemei Wang, Yao Zhang, Qiong Yan, Muhan Lv, Xiaomei Chen, Shuhua Zhang, Yihua Wang, Yang Liu, Li Yin, Yanni Liu, Yanqing Huang, Yunfang Liu, Kun Wang, Meiqin Su, Li Bian, Ping An, Xin Zhang, Linxue Qian, Shao Li, Xiaolong Qi

Validation analysis revealed that the AUCs of DLRP were 0. 91 for GEV (95% CI 0. 90 to 0. 93, p < 0. 05) and 0. 88 for HRV (95% CI 0. 86 to 0. 89, p < 0. 01), which were significantly and robustly better than canonical risk indicators, including the value of LSM and SSM.

Application of Knowledge Distillation to Multi-task Speech Representation Learning

no code implementations • 29 Oct 2022 • Mine Kerpicci, Van Nguyen, Shuhua Zhang, Erik Visser

Model architectures such as wav2vec 2. 0 and HuBERT have been proposed to learn speech representations from audio waveforms in a self-supervised manner.

Keyword Spotting Knowledge Distillation +4

Multi-task Voice Activated Framework using Self-supervised Learning

no code implementations • 3 Oct 2021 • Shehzeen Hussain, Van Nguyen, Shuhua Zhang, Erik Visser

Finally, we extend our framework to perform multi-task learning by jointly optimizing the network parameters on multiple voice activated tasks using a shared transformer backbone.

Emotion Classification Keyword Spotting +5

Character Distributions of Classical Chinese Literary Texts: Zipf's Law, Genres, and Epochs

no code implementations • 17 Sep 2017 • Chao-Lin Liu, Shuhua Zhang, Yuanli Geng, Huei-ling Lai, Hongsu Wang

We collect 14 representative corpora for major periods in Chinese history in this study.