彭徐鈞(Peng, Syu-Jyun) 副教授

Email
sjpeng2019@tmu.edu.tw
現   職
人工智慧醫療碩士在職專班 主任
人工智慧醫療碩士在職專班 副教授

學經歷

學 歷

畢業學校與學位[修業時間]
國立中央大學電機工程學系 博士
2009/09~2014/06
國立雲林科技大學通訊工程研究所 碩士
2007/09~2009/08
中華大學電機工程學系 學士
2003/09~2007/06

本校學術經歷

任職單位與職稱[起迄時間]
人工智慧醫療碩士在職專班副教授
2023/02/01~
人工智慧醫療碩士在職專班助理教授
2019/08/01~2023/01/31
人工智慧醫療碩士在職專班籌備處助理教授
2019/05/31~2019/07/31

本校兼職教學行政經歷

服務單位與職稱[起迄時間]
人工智慧醫療碩士在職專班主任
2023/10/01 ~

其它經歷

任職單位與職稱[起迄時間]
國立交通大學約聘助理研究員
2016/08/01~2019/05/30
國立交通大學博士後研究員
2014/10/20~2016/07/31

專長與研究領域

學門領域
學術專長

論文著作

清冊下載


1. 2024 Tse-Hao Lee,Yen-Cheng Shih,Yi-Jiun Lu,Chien-Chen Chou,Cheng-Chia Lee,Hsiang-Yu Yu, Syu-Jyun Peng. Glucose metabolism of hippocampal subfields in medial temporal lobe epilepsy . Clinical Nuclear Medicine .2024

2. 2024 Po-Wei Huang,Syu-Jyun Peng,David Hung-Chi Pan,Huai-Che Yang,Jo-Ting Tsai,Cheng-Ying Shiau, I-Chang Su, Ching-Jen Chen, Hsiu-Mei Wu, Chung-Jung Lin, Wen-Yuh Chung, Wan-You Guo, MD, Wei-Lun Lo, Shao-Wen Lai, Cheng-Chia Lee. Hemorrhage Risk after Stereotactic Radiosurgery for Patients with Unruptured Brain Arteriovenous Malformation: Significance of Vascular Compactness . Scientific Reports .2024

3. 2024 Min-Lan Tsai,Chuang-Chin Wang,Andy Yu-Der Wang,Feng-Chin Lee,Hsi Chang,Yen-Lin Liu, Tai-Tong Wong, Syu-Jyun Peng. Antiseizure Medications Normalize Electroencephalographic Functional Connectivity and Power in Children With Benign Epilepsy With Centrotemporal Spikes . Pediatric Neurology .2024

4. 2023 Yen‑Yu Lin,Wan‑Yuo Guo,Chia‑Feng Lu,Syu‑Jyun Peng,Yu‑Te Wu,Cheng‑Chia Lee. Application of artificial intelligence to stereotactic radiosurgery for intracranial lesions: detection, segmentation, and outcome prediction . Journal of Neuro-Oncology .2023

5. 2023 Syu-Jyun Peng,Yu-Wei Chen,Andrew Hung, Kuo-Wei Wang,Jang-Zern Tsai. Connectome-based predictive modeling for functional recovery of acute ischemic stroke . NeuroImage: Clinical .2023

6. 2023 Chih-Ying Huang,Syu-Jyun Peng,Huai-Che Yang,Hsiu-Mei Wu,Ching-Jen Chen,Mao-Che Wang, Yong-Sin Hu, Chung-Jung Lin, Cheng-Ying Shiau, Wan-Yuo Guo, Wen-Yuh Chung, David Hung-Chi Pan, Cheng-Chia Lee. Association between pseudoprogression of vestibular schwannoma after radiosurgery and radiological features of solid and cystic components, . Neurosurgery .2023

7. 2023 Shiau-Shian Huang,Yu-Hsiang Yu,His-Han Chen,Chia-Chun Hung,Yao-Ting Wang,Chieh Hsin Chang, *Syu-Jyun Peng, *Po-Hsiu Kuo. Functional connectivity analysis on electroencephalography signals reveals potential biomarkers for treatment response in major depression . BMC Psychiatry .2023

8. 2023 Tzu-Min Lin,Hsiang-Yen Lee,Ching-Kuei Chang,Ke-Hung Lin,Chi-Ching Chang,Bing-Fei Wu, *Syu-Jyun Peng. Identification of tophi in ultrasound imaging based on transfer learning and clinical practice . Scientific Reports .2023

9. 2023 Chi-Jen Chou,Huai-Che Yang,Po-Yao Chang,Ching-Jen Chen,Hsiu-Mei Wu,Chun-Fu Lin, I-Chun Lai, Syu-Jyun Pen. Automated identification and quantification of metastatic brain tumors and perilesional edema based on a deep learning neural network . Journal of Neuro-Oncology .2023

10. 2023 Hsin Tung,Shih-Chuan Tsai,Pu-Rong Huang,Peiyuan F Hsieh,Yi-Ching Lin,Syu-Jyun Peng. Morphological and metabolic asymmetries of the thalamic subregions in temporal lobe epilepsy predict cognitive functions . Scientific Reports .2023

11. 2022 Chien-Chen Chou,Yen-Cheng Shih,Hsu-Huai Chiu,Hsiang-Yu Yu,I-Hui Lee,Yung-Yang Lin, Cheng-Chia Lee, Syu-Jyun Peng. Strategic infarct location for post-stroke seizure . NeuroImage: Clinical .2022

12. 2022 Yen-Cheng Shih,Chien-Chen Chou,Syu-Jyun Peng,Hsiang-Yu Yu,Sanford P C Hsu,Chun-Fu Lin, Cheng-Chia Lee, Huai-Che Yang, Yi-Chieh Chen, Shang-Yeong Kwan, Chien Chen, Shuu-Jiun Wang, Chung-Jung Lin, Jiing-Feng Lirng, Yang-Hsin Shih, Der-Jen Yen, Yo-Tsen Liu. Clinical characteristics and long-term outcome of cerebral cavernous malformations-related epilepsy . Epilepsia .2022

13. 2022 Po-Wei Huang,Syu-Jyun Peng,David Hung-Chi Pan,Huai-Che Yang,Jo-Ting Tsai,Cheng-Ying Shiau, I-Chang Su, Ching-Jen Chen, Hsiu-Mei Wu, Chung-Jung Lin, Wen-Yuh Chung, Wan-Yuo Guo, Wei-Lun Lo, Shao-Wen Lai, *Cheng-Chia Lee. Compactness index: a radiosurgery outcome predictor for patients with unruptured brain arteriovenous malformations . Journal of Neurosurgery .2022

14. 2022 Syu-Jyun Peng,Yu-Wei Chen,Jing-Yu Yang,Kuo-Wei Wang,Jang-Zern Tsai. Automated Cerebral Infarct Detection on Computed Tomography Images Based on Deep Learning . Biomedicines .2022

15. 2022 Syu-Jyun Peng,Kevin Li-Chun Hsieh,Yen-Kuang Lin,Min-Lan Tsai,Tai-Tong Wong,Hsi Chang. Febrile seizures reduce hippocampal subfield volumes but not cortical thickness in children with focal onset seizures . Epilepsy Research .2022

16. 2022 Hsin Tung,Szu-yen Pan,Tsuo-Hung Lan,Yung-Yang Lin,Syu-Jyun Peng. Characterization of hippocampal-thalamo-cortical morphometric reorganization in temporal lobe epilepsy . Frontiers in Neurology .2022

17. 2022 Patricia Wanping Wu,Pei-Kwei Tsay,Zhonghua Sun,Syu-Jyun Peng,Chia-Yen Lee,Ming-Yi Hsu, Yu-Shien Ko, I-Chang Hsieh, Ming-Shien Wen, Yung-Liang Wan. Added Value of Computed Tomography Virtual Intravascular Endoscopy in the Evaluation of Coronary Arteries with Stents or Plaques . Diagnostics .2022

18. 2022 Hsin Tung,Wei-Hao Lin,Tsuo-Hung Lan,Peiyuan F. Hsieh,Ming-Chang Chiang,Yung-Yang Lin, Syu-Jyun Peng. Left frontotemporal region plays a key role in letter fluency task-evoked activation and functional connectivity in normal subjects: a functional near-infrared spectroscopy (fNIRS) study . Frontiers in Psychiatry .2022

19. 2022 Cheng-Chia Lee,Sheng-Che Hung,Yi-Hsiu Chen,Hsin-Hung Chen,Chien Chen,Ching-Jen Chen, Hsiu-Mei Wu, Ching-PoLin, Syu-Jyun Peng. Structural connectivity in children after total corpus callosotomy . Epilepsy Research .2022

20. 2022 Tzu-Yun Hsieh,Pi-Lien Hung,Ting-Yu Su,Syu-Jyun Peng. Graph Theory-Based Electroencephalographic Connectivity via Phase-locking Value and Its Association with Ketogenic Diet Responsiveness in Patients with Focal Onset Seizures . Nutrients .2022

21. 2022 Min-Lan Tsai,Chuang-Chin Wang,Feng-Chin Lee,Syu-Jyun Peng,His Chang,Sung-Hui Tseng. Resting-state EEG functional connectivity in children with rolandic spikes with or without clinical seizures . Biomedicines .2022

22. 2022 Yen-Cheng Shih,Tse-Hao Lee,Hsiang-Yu Yu,Chien-Chen Chou,Cheng-Chia Lee,Po-Tso Lin, Syu-Jyun Peng. Machine learning quantitative analysis of FDG-PET images of medial temporal lobe epilepsy patients . Clinical Nuclear Medicine .2022

23. 2021 Chi-Jen Chou,Cheng-Chia Lee,Ching-Jen Chen,Huai-Che Yang,Syu-Jyun Peng. Displacement of grey matter and incidence of seizures in patients with cerebral cavernous malformations . Biomedicines .2021

24. 2021 Kuo-Ching Yuan, Lung-Wen Tsai,Kevin S. Lai,Sing-Teck Teng,Yu-Sheng Lo,Syu-Jyun Peng. Using Transfer Learning Method to Develop an Artificial Intelligence Assisted Triaging for Endotracheal Tube Position on Chest X-ray . Diagnostics .2021

25. 2021 Chih-Yang Yeh,Syu-Jyun Peng,Hsuan Chia Yang,Mohaimenul Islam,Tahmina Nasrin Poly,Chien-Yeh Hsu,Stanley M. Huff,Huan-Chieh Chen,Ming-Chin Lin. Logical Observation Identifiers Names and Codes (LOINC®) Applied to Microbiology: A National Laboratory Mapping Experience in Taiwan . Diagnostics .2021

26. 2021 Huai-Che Yang,Hsiu-Mei Wu,Syu-Jyun Peng,Cheng-Chia Lee,Yu-Wei Chen,Ai Seon Kuan,Cheng-Ying Shiau,I-Chun Lai,Wan-Yuo Guo,Chung-Jung Lin,David Hung-Chi Pan,Wen-Yuh Chung,Kang-Du Liu,Yung-Yang Lin. The Irradiated Brain Volume Within 12 Gy Is a Predictor for Radiation-Induced Changes After Stereotactic Radiosurgery in Patients With Unruptured Cerebral Arteriovenous Malformations . International Journal of Radiation Oncology, Biology, Physics .2021

27. 2021 Wai-Kin Chan,Jui-Hung Sun,Miaw-Jene Liou,Yan-Rong Li,Wei-Yu Chou,Feng-Hsuan Liu, Szu-Tah Chen, Syu-Jyun Peng. Using Deep Convolutional Neural Networks for Enhanced Ultrasonographic Image Diagnosis of Differentiated Thyroid Cancer . Biomedicines .2021

28. 2021 Hsin Tung,Wei-Hao Lin,Tsuo-Hung Lan,Peiyuan F Hsieh,Ming-Chang Chiang,Yung-Yang Lin, Syu-Jyun Peng. Network reorganization during verbal fluency task in fronto-temporal epilepsy: A functional near-infrared spectroscopy study . Journal of Psychiatric Research .2021

29. 2021 Ting-Yu Su,Pi-Lien Hung,Chien Chen,Ying-Jui Lin ,Syu-Jyun Peng. Graph Theory-Based Electroencephalographic Connectivity and Its Association with Ketogenic Diet Effectiveness in Epileptic Children . Nutrients .2021

30. 2021 Chih-Ying Huang,Syu-Jyun Peng,Hsiu-Mei Wu,Huai-Che Yang,Ching-Jen Chen,Mao-Che Wang, Yong-Sin Hu, Yu-Wei Chen, Chung-Jung Lin, Wan-Yuo Guo, David Hung-Chi Pan, Wen-Yuh Chung, Cheng-Chia Lee. Quantification of tumor response of cystic vestibular schwannoma to Gamma Knife radiosurgery using artificial intelligence . Journal of Neurosurgery .2021

31. 2021 Cheng-Chia Lee,Huai-Che Yang,Chung-Jung Lin,Ching-Jen Chen,Hsiu-Mei Wu,Cheng-Ying Shiau, Wan-Yuo Guo, David Hung-Chi Pan, Kang-Du Liu, Wen-Yuh Chung, *Syu-Jyun Peng. Intervening nidal brain parenchyma and risk of radiation-induced changes after radiosurgery for brain arteriovenous malformation: a study using unsupervised machine learning algorithm . World Neurosurgery .2021

32. 2020 Syu-Jyun Peng,Tai-Tong Wong,Chao-Ching Huang,Hsi Chang,Kevin Li-Chun Hsieh,Min-Lan Tsai, Yi-Shang Yang, Chi-Long Chen. Quantitative analysis of intraoperative electrocorticography mirrors histopathology and seizure outcome after epileptic surgery in children . Journal of the Formosan Medical Association .2020

33. 2020 Yang HC,Peng SJ,Lee CC,Wu HM,Chen YW,Lin CJ, Shiau CY, Guo WY, Pan HC, Liu KD, Chung WY, Lin YY. Does the diffuseness of the nidus affect the Stereotactic radiosurgery treatment outcome in patients with unruptured cerebral Arteriovenous malformations? . Stereotactic and functional neurosurgery .2020

34. 2020 Chou CC,Lee CC,Lin CF,Chen YH,Peng SJ,Hsiao FJ, Yu HY, Chen C, Chen HH, Shih YH. Cingulate gyrus epilepsy: semiology, invasive EEG, and surgical approaches . Neurosurg Focus .2020

35. 2019 Po-Tso Lin,Syu-Jyun Peng,Hsiang-Yu Yu . Ictal-interictal comparison of FDG-PET findings in sporadic hemiplegic migraine . Acta Neurol Taiwan .2019

36. 2019 Hung SC,Lee CC,Chen HH,Chen C,Wu HM,Lin CP, Peng SJ. Early recovery of interhemispheric Functional connectivity of Corpus Callosotomy . Epilepsia .2019 ;(60)

37. 2019 Chih-Ying Huang,Cheng-Chia Lee,Huai-Che Yang,Chung-Jung Lin,Hsiu-Mei Wu,Wen-Yuh Chung, Cheng-Ying Shiau, Wan-Yuo Guo, David Hung-Chi Pan, Syu-Jyun Peng. Radiomics as prognostic factor in brain metastases treated with Gamma Knife radiosurgery . Journal of Neuro-Oncology .2019

38. 2019 Cheng-Chia Lee,Huai-Che Yang,Chung-Jung Lin,Ching-Jen Chen,Hsiu-Mei Wu,Cheng-Ying Shiau, Wan-Yuo Guo, David Hung-Chi Pan, Kang-Du Liu, Wen-Yuh Chung, Syu-Jyun Peng. Intervening nidal brain parenchyma and risk of radiation-induced changes after radiosurgery for brain arteriovenous malformation: a study using unsupervised machine learning algorithm . World Neurosurgery .2019

39. 2019 Sheng-Che Hung,Cheng-Chia Lee,Hsin-Hung Chen,Chien Chen,Hsiu-Mei Wu,Ching-Po Lin, Syu-Jyun Peng. Early recovery of interhemispheric Functional connectivity of Corpus Callosotomy . Epilepsia .2019

40. 2018 Syu-Jyun Peng,Chien-Chen Chou,Hsiang-Yu Yu,Chien Chen,Der-Jen Yen,Shang‐Yeong Kwan, Sanford PC Hsu, Chun-Fu Lin, Hsin-Hung Chen, Cheng-chia Lee. Ictal networks of temporal lobe epilepsy: views from high frequency oscillations in stereoelectroencephalography . Journal of Neurosurgery .2018

41. 2018 Syu-Jyun Peng,Cheng-Chia Lee,Hsiu-Mei Wu,Chung-Jung Lin,Cheng-Ying Shiau,Wan-You Guo, David Hung-Chi Pan, Kang-Du Liu, Wen-Yuh Chung, Huai-Che Yang. Fully automated tissue segmentation of the prescription isodose region delineated through the Gamma knife plan for cerebral arteriovenous malformation (AVM) using fuzzy C-means (FCM) clustering . NeuroImage: Clinical .2018

42. 2017 Syu-Jyun Peng,Yue-Loong Hsin. Functional Connectivity of the Corpus Callosum in Epilepsy Patients with Secondarily Generalized Seizures . Frontiers in Neurology .2017

43. 2017 Yue-Loong Hsin,Tomor Harnod,Cheng-Siu Chang,Syu-Jyun Peng. Increase in Gray Matter Volume and White Matter Fractional Anisotropy in the Motor Pathways of Patients with Secondarily Generalized Neocortical Seizures . Epilepsy Research .2017

44. 2016 Syu-Jyun Peng,Yue-Loong Hsin. Altered structural and functional thalamocortical networks in secondarily generalized extratemporal lobe seizures . NeuroImage: Clinical .2016

45. 2015 Ying-Chi Fan,Syu-Jyun Peng,Tomor Harnod,Chien-Chun Huang,Yue-Loong Hsin. Investigation of Subcortical Gray Matter in Patients with Non-lesional Neocortical Focal Epilepsy . Acta Neurologica Taiwanica .2015

46. 2014 Syu-Jyun Peng,Tomor Harnod,Jang-Zern Tsai,Chien-Chun Huang,Ming-Dou Ker,Jun-Chern Chiou, Herming Chiueh, Chung-Yu Wu, Yue-Loong Hsin. Through diffusion tensor magnetic resonance imaging to evaluate the original properties of neural pathways of patients with partial seizures and secondary generalization by individual anatomic reference atlas . BioMed Research International .2014

47. 2014 Syu-Jyun Peng,Tomor Harnod,Jang-Zern Tsai,Ming-Dou Ker,Jun-Chern Chiou,Herming Chiueh, Chung-Yu Wu, Yue-Loong Hsin. Evaluation of subcortical grey matter abnormalities in patients with MRI-negative cortical epilepsy determined through structural and tensor magnetic resonance imaging . BMC Neurology .2014

48. 2014 Jang-Zern Tsai,Syu-Jyun Peng,Yu-Wei Chen,Kuo-Wei Wang,Chen-Hua Li,Jing-Yi Wang, Chi-Jen Chen, Huey-Juan Lin, Eric Edward Smith, Hsiao-Kuang Wu, Sheng-Feng Sung, Poh-Shiow Yeh, Yue-Loong Hsin. Automated segmentation and quantification of white matter hyperintensities in acute ischemic stroke patients with cerebral infarction . PLoS One .2014

研究計畫

計畫名稱
113 基於癲癇腦部代謝網路及臨床表現建構個人化連接組卷積神經網絡模型-強化病灶診斷、術前評估、以及認知功能保留與改善(2/3)
補助單位
國家科學及技術委員會

計畫名稱
112 112年度產學合作計畫-DoctorWatch於癲癇病患之智能臨床應用: 穿戴式PPG裝 置
補助單位
國家科學及技術委員會

計畫名稱
112 112年度產學合作計畫-DoctorWatch於癲癇病患之智能臨床應用: 穿戴式PPG裝 置
補助單位
寶漾國際股份有限公司

計畫名稱
112 基於癲癇腦部代謝網路及臨床表現建構個人化連接組卷積神經網絡模型-強化病灶診斷、術前評估、以及認知功能保留與改善(1/3)
補助單位
國家科學及技術委員會

計畫名稱
111 結合腦電圖功能網路及定量棘波模型來預測兒童良性癲癇的癲癇發作和神經發展的預後
補助單位
國家科學及技術委員會

計畫名稱
110 以動態功能性腦連結來探討胼胝體切開術後對雙側與單側半腦網路的影響以及與神經心理功能表現關聯性
補助單位
國家科學及技術委員會

計畫名稱
109 以功能性腦電圖網絡來探討抗癲癇藥物在兒童良性癲癇的影響
補助單位
科技部

計畫名稱
109 癲癇精準醫療:基於腦連結體之頑性癲癇術後個體預測
補助單位
科技部

計畫名稱
108 新聘教師研究補助
補助單位
臺北醫學大學

計畫名稱
108 立體定位腦電波與多模態神經影像之頑固性癲癇前瞻術前評估:症狀學、顱內腦電波解析、神經影像後處理與術後追蹤
補助單位
科技部

計畫名稱
107 多模式癲癇腦圖譜:多通道顱內腦電高頻振盪訊號特徵解析
補助單位
科技部