An Automated Classifier of Harmful Brain Activities for Clinical Usage Based on a Vision-Inspired Pre-trained Framework.

Xizi Song

Yulin Sun Xiaopeng Si Runnan He Xiao Hu Peter Smielewski Wenlong Wang Xiaoguang Tong Wei Yue Meijun Pang Kuo Zhang Xizi Song Dong Ming Xiuyun Liu An Automated Classifier of Harmful Brain Activities for Clinical Usage Based on a Vision-Inspired Pre-trained Framework. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-02154-4 db/journals/npjdm/npjdm8.html#SunSHHSWTYPZSML25 streams/journals/npjdm

Xinrui Chen Xiao Wang 0079 Xizi Song Xiuyun Liu Dong Ming A Signal Decoding Framework Combining Fundamental and Harmonic Components for Transcranial Acoustoelectric Brain Imaging. 1-9 2025 74 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2025.3544366 db/journals/tim/tim74.html#ChenWSLM25 streams/journals/tim

Yulin Sun Xiaopeng Si Runnan He Xiao Hu Peter Smielewski Wenlong Wang Xiaoguang Tong Wei Yue Meijun Pang Kuo Zhang Xizi Song Dong Ming Xiuyun Liu An Automated Classifier of Harmful Brain Activities for Clinical Usage Based on a Vision-Inspired Pre-trained Framework. 2025 July abs/2507.08874 CoRR https://doi.org/10.48550/arXiv.2507.08874 db/journals/corr/corr2507.html#abs-2507-08874 streams/journals/corr

Yijie Zhou Yibo Song Xizi Song Minpeng Xu Feng He 0005 Dong Ming Synchronous Mapping of Neural Current Source and Sulcus With Acoustoelectric Brain Imaging. 1-10 2024 73 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2024.3406801 db/journals/tim/tim73.html#ZhouSSXHM24 streams/journals/tim

Weiming Zhang Jiande Guo Xizi Song Exploration of SSVEP Classification Performance Based on Acousto-Electric Brain Imaging. 25-29 2024 ICBBE https://doi.org/10.1145/3707127.3707131 conf/icbbe/2024 db/conf/icbbe/icbbe2024.html#ZhangGS24 Tao Ren Gangnan Han Tianyu Li Xizi Song Effect of Different Scanning Step Sizes on the Resolution of Acoustoelectric Brain Imaging. 41-45 2024 ICBBE https://doi.org/10.1145/3707127.3707134 conf/icbbe/2024 db/conf/icbbe/icbbe2024.html#RenHLS24 Jingyuan He Ruting Bo Ruihua Li Xizi Song Acoustoelectric Signal Analysis of Sciatic Nerve Currents in Living Rats. 192-197 2024 ICBBE https://doi.org/10.1145/3707127.3707159 conf/icbbe/2024 db/conf/icbbe/icbbe2024.html#HeBLS24

Hao Zhang 0121 Minpeng Xu Yanqiu Zhang Xue Wang Chen Zhang Feng He 0005 Xizi Song Shanguang Chen Xiqi Jian Dong Ming Numerical Simulation Study of Firing Threshold of STN Neuron Stimulated by Focused Ultrasound. 1454-1461 2023 May 70 IEEE Trans. Biomed. Eng. 5 https://doi.org/10.1109/TBME.2022.3217831 db/journals/tbe/tbe70.html#ZhangXZWZHSCJM23

Xinrui Chen Xizi Song Jiande Guo Gangnan Han Minpeng Xu Dong Ming In Vivo Transcranial Measurement of Brain-Activated Sources With Acoustoelectric Brain Imaging. 1-10 2023 72 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2022.3209789 db/journals/tim/tim72.html#ChenSGHXM23

Xizi Song Xinrui Chen Jiande Guo Minpeng Xu Dong Ming Living Rat SSVEP Mapping With Acoustoelectric Brain Imaging. 75-82 2022 69 IEEE Trans. Biomed. Eng. 1 https://doi.org/10.1109/TBME.2021.3087177 db/journals/tbe/tbe69.html#SongCGXM22

Shasha Qi Xizi Song Xinrui Chen Xingwei An Dong Ming Differences in Visual Cortical Responses of Different Brain Functional States. 242-247 2022 ICBBE https://doi.org/10.1145/3574198.3574236 conf/icbbe/2022 db/conf/icbbe/icbbe2022.html#QiSCAM22

Hao Zhang 0121 Yanqiu Zhang Minpeng Xu Xizi Song Shanguang Chen Xiqi Jian Dong Ming The Effects of the Structural and Acoustic Parameters of the Skull Model on Transcranial Focused Ultrasound. 5962 2021 21 Sensors 17 https://doi.org/10.3390/s21175962 db/journals/sensors/sensors21.html#ZhangZXSCJM21

Yijie Zhou Xizi Song Zhongpeng Wang Feng He 0005 Dong Ming Multisource Acoustoelectric Imaging With Different Current Source Features. 1-9 2021 70 IEEE Trans. Instrum. Meas. https://doi.org/10.1109/TIM.2020.3021496 db/journals/tim/tim70.html#ZhouSW0M21

Yijie Zhou Xizi Song Zhongpeng Wang Xue Zhao Xinrui Chen Dong Ming Coding Biological Current Source With Pulsed Ultrasound for Acoustoelectric Brain Imaging: Application to Vivo Rat Brain. 29586-29594 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2972589 db/journals/access/access8.html#ZhouSWZCM20

Mengyue Su Xizi Song Yijie Zhou Jiajia Yang 0007 Yufeng Ke Dong Ming Acoustoelectric Signal Decoding Based on Fourier Approximation. 988-991 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9176330 https://www.wikidata.org/entity/Q100447340 conf/embc/2020 db/conf/embc/embc2020.html#SuSZYKM20 Jinzhao Xu Yufeng Ke Shuang Liu 0004 Xizi Song Cheng Xu Guchuan Zhou Dong Ming Task-irrelevant Auditory Event-related Potentials as Mental Workload Indicators: A Between-task Comparison Study*. 3216-3219 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9175957 https://www.wikidata.org/entity/Q100448143 conf/embc/2020 db/conf/embc/embc2020.html#XuKLSXZM20 Linlin Dong Yufeng Ke Shuang Liu 0004 Xizi Song Dong Ming Effects of HD-tDCS combined with working memory training on event-related potentials. 3553-3556 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9176063 https://www.wikidata.org/entity/Q100448241 conf/embc/2020 db/conf/embc/embc2020.html#DongKLSM20 Mingliang Liu Yufeng Ke Shuang Liu 0004 Xizi Song Dong Ming Effect of HD-tDCS combined with working memory training on brain network. 3594-3597 2020 EMBC https://doi.org/10.1109/EMBC44109.2020.9176717 https://www.wikidata.org/entity/Q100448254 conf/embc/2020 db/conf/embc/embc2020.html#LiuKLSM20

Xizi Song Yijie Zhou Russell S. Witte Dong Ming Noninvasive Acoustoelectric Imaging of Resistivity Distribution Based on Lead Field Theory. 4779-4786 2019 68 IEEE Trans. Instrum. Meas. 12 https://doi.org/10.1109/TIM.2019.2896549 https://www.wikidata.org/entity/Q127816220 db/journals/tim/tim68.html#SongZWM19

Xizi Song Xinrui Chen Zhongpeng Wang Xingwei An Dong Ming MBLL with weighted partial path length for multi-distance probe configuration of fNIRS. 4766-4769 2019 EMBC https://doi.org/10.1109/EMBC.2019.8857684 https://www.wikidata.org/entity/Q92699025 conf/embc/2019 db/conf/embc/embc2019.html#SongCWAM19 Yuchen He 0005 Shuang Liu 0004 Dongyue Guo Xiaoya Liu Yufeng Ke Xizi Song Feng He 0005 Dong Ming Transcranial Alternating Current Stimulation at Individual Alpha Frequency Enhances Alpha Activity in Frontal Areas. 93-96 2019 NER https://doi.org/10.1109/NER.2019.8717021 conf/ner/2019 db/conf/ner/ner2019.html#HeLGLKS0M19 Yijie Zhou Xizi Song Xinrui Chen Xue Zhao Yufeng Ke Dong Ming A Source Signal Modulation Mechanism with Pulse Focused Ultrasound for Acoustoelectric Brain Imaging*. 766-769 2019 NER https://doi.org/10.1109/NER.2019.8717031 conf/ner/2019 db/conf/ner/ner2019.html#ZhouSCZKM19 Xizi Song Xue Zhao Yijie Zhou Shuang Liu 0004 Feng He 0005 Yuan Liu 0011 Dong Ming Typical Electrode Configuration Analysis for Temporally Interfering Deep Brain Stimulation*. 770-773 2019 NER https://doi.org/10.1109/NER.2019.8717013 conf/ner/2019 db/conf/ner/ner2019.html#SongZZLHLM19 Yijie Zhou Bin Gu 0002 Tingfei Dai Zhongpeng Wang Xizi Song Minpeng Xu Feng He 0005 Dong Ming A Multiuser Collaborative Strategy for MI-BCI System. 1-5 2018 DSP https://doi.org/10.1109/ICDSP.2018.8631864 conf/icdsp/2018 db/conf/icdsp/icdsp2018.html#ZhouGDWSXHM18 Xizi Song Yanbin Xu Feng Dong 0001 Sensitivity matrix for ultrasound modulated electrical impedance tomography. 1-6 2016 I2MTC https://doi.org/10.1109/I2MTC.2016.7520429 conf/i2mtc/2016 db/conf/i2mtc/i2mtc2016.html#SongXD16 Xingwei An Ruting Bo Shanguang Chen Xinrui Chen Tingfei Dai Feng Dong 0001 Linlin Dong Bin Gu 0002 Dongyue Guo Jiande Guo Gangnan Han Feng He 0005 Jingyuan He Runnan He Yuchen He 0005 Xiao Hu Xiqi Jian Yufeng Ke Ruihua Li Tianyu Li Mingliang Liu Shuang Liu 0004 Xiaoya Liu Xiuyun Liu Yuan Liu 0011 Dong Ming Meijun Pang Shasha Qi Tao Ren Xiaopeng Si Peter Smielewski Yibo Song Mengyue Su Yulin Sun Xiaoguang Tong Wenlong Wang Xiao Wang 0079 Xue Wang Zhongpeng Wang Russell S. Witte Cheng Xu Jinzhao Xu Minpeng Xu Yanbin Xu Jiajia Yang 0007 Wei Yue Chen Zhang Hao Zhang 0121 Kuo Zhang Weiming Zhang Yanqiu Zhang Xue Zhao Guchuan Zhou Yijie Zhou