Research Interests

Visual Sensing

Computer Vision

Machine Learning and Its Visual Applications

Education

Ph.D., Biomedical Engineering and Environmental Sciences, National Tsing Hua University, Aug. 2012 ~ Nov. 2015

M.S., Biomedical Engineering, Chung Yuan Christian University, Aug. 2000 ~ June 2002

B.S., Mechanical Engineering, College of Engineering, Da-Yeh University, Aug. 1997 ~ June 2000

Five-year junior college program, Mechanical Engineering, Ta Hwa University of Science and Technology, Aug. 1992 ~ June 1997

Publications

Journals

(1) Lee, M. S., Tai, C. L.,Shih, C. H., Lee, P. C., Lo, S. W. and Chen, W. P.  2006. "The effect of necrotic lesion size and rotational osteotomy for femoral head osteonecrosis a three-dimensional finite element simulation"  Clinical Biomechanics, 21 (2006) 969–976 (master's thesis) (html)  (SCI, 2021 IF: 2.034)

(2) Lo, Shi-Wei; Wu, Jyh-Horng; Lin, Fang-Pang; Hsu, Ching-Han. 2015. "Visual Sensing for Urban Flood Monitoring" Sensors, 15, no. 8: 20006-20029. doi:10.3390/s150820006 (doi:10.3390/s150820006) (SCI, 2015 IF: 2.033)

(3) Lo, Shi-Wei; Wu, Jyh-Horng; Lin, Fang-Pang; Hsu, Ching-Han. 2015. "Cyber Surveillance for Flood Disasters" Sensors, 15, no. 2: 2369-2387. doi:10.3390/s150202369 (doi:10.3390/s150202369) (doctoral dissertation) (SCI, 2015 IF: 2.033)

(4) Shi-Wei Lo, Jyh-Horng Wu, Lun-Chi Chen, Chien-Hao Tseng, Fang-Pang Lin, Ching-Han Hsu. 2016. "Uncertainty Comparison of Visual Sensing in Adverse Weather Conditions" Sensors, 16, no. 7: 1125. doi:10.3390/s16071125 (doi:10.3390/s16071125)  (SCI, 2016 IF: 2.677)

(5) S. -W. Lo, J. -H. Wu, J. -Y. Chang, C. -H. Tseng, M. -W. Lin and F. -P. Lin, “Deep Sensing of Urban Waterlogging," in IEEE Access, vol. 9, pp. 127185-127203, 2021, doi: 10.1109/ACCESS.2021.3111623 (SCI, 2021 IF: 3.367)

(6)  Lin, Yung-Bin, Fong-Zuo Lee, Kuo-Chun Chang, Jihn-Sung Lai, Shi-Wei Lo, Jyh-Horng Wu, and Tzu-Kang Lin. "The Artificial Intelligence of Things Sensing System of Real-Time Bridge Scour Monitoring for Early Warning during Floods". Sensors 2021, 21, 4942. (SCI, 2021 IF: 3.847)

(7) Lo, SW., Chou, HM. & Wu, JH. "Joint variation and ZhuYin dataset for Traditional Chinese document enhancement". Sci Data 11, 1295 (2024). https://doi.org/10.1038/s41597-024-04146-7 (SCI, 2024 IF: 5.8)

Conferences

1. Shi-Wei Lo, Jyh-Horng Wu, Lun-Chi Chen, Chien-Hao Tseng, Fang-Pang Lin "Flood Tracking in Severe Weather", IEEE International Symposium on Computer, Consumer and Control, June 10-12, 2014, Taichung City, Taiwan. (EI)

2. Shi-Wei Lo, Jyh-Horng Wu, Lun-Chi Chen, Chien-Hao Tseng, Fang-Pang Lin "Fluvial Monitoring and Flood Response", IEEE Sensors Applications Symposium (SAS), February 18-20, 2014, New Zealand. (EI)

3. Chien-Hao Tseng, Jyh-Horng Wu, Lun-Chi Chen, Shi-Wei Lo, Fang-Pang Lin "Flood Monitoring and Evaluation Using Image Processing Techniques: A Case Study in Taiwan" International Conference on Earth Observations and Societal Impacts, JUNE 22-24, 2014, Miaoli, Taiwan.

4. Shi Wei Lo, "Video Matching by One-Dimensional PSNR Profile" 2013 International Applied Science and Precision Engineering Conference (ASPEC), Published on Applied Mechanics and Materials, Vols. 479-480, 174-178, 2014. (EI)

5. 曾建澔 羅世瑋 陳倫奇 吳志泓 林芳邦 “基於影像分析技術之自動化水位偵測警戒系統” TANET2013臺灣網際網路研討

6. Shi-Wei Lo, "SSIM for video representing and matching," Advanced Infocomm Technology (ICAIT), 2013 6th International Conference on , vol., no., pp.65,66, 6-9 July 2013 (EI)

7. Yi-Haur Shiau, Sun-In Lin, Yi-Hsuan Chen, Shi-Wei Lo, Chaur-Chin Chen “Fish Observation, Detection, Recognition and Verification in The Real World” The 16th International Conference on Image Processing, Computer Vision, & Pattern Recognition (IPCV'12: July 16-19, 2012, USA)

8. Shi-Wei Lo,“Video Query Using Temporal Signature and Similarity Matching” The 2nd International Conference on Engineering and Technology Innovation 2012 (ICETI2012), November 02-06, 2012. Kaohsiung, Taiwan. (EI)

9. Shi-Wei Lo, Fang-Pang Lin, “A Shot Detection Approach to Synchronize Stereoscopic Video” IS3C International Symposium on Computer, Communication, Control, June 4-6, 2012. Taichung, Taiwan. (EI)

10. 羅世瑋，林芳邦“應用分鏡偵測方法於成對影片的時間匹配” NCS11 2011 National Computer Symposium.

11. Shi-Wei Lo, Yi-Haur Shiau, Sun-In Lin, Tsung-shuo Cheng, Yi-Hsuan Chen, Kuo-Tai Tseng, Chia-Hsin Cheng “Network Application for Underwater Ecosystem Observation” ICWN'11 - The 2011 International Conference on Wireless Networks.

12. Shi-Wei Lo, Yi-Haur Shiau, Sun-In Lin, Hsiu-Mei Chou, Yi-Hsuan Chen, Kuo-Tai Tseng, Chia-Hsin Cheng “Underwater ecosystem observation of Orchid Island” 2011,8th International Conference on Networked Sensing Systems

13. Y. H. Shiau, Y. H. Chen, K. T. Tseng, J. S. Cheng, S. I. Lin, S. W. Lo, H. M. Chou “A Real-Time High-Resolution Under-Water Ecological Observation Streaming System”2010. International Society for Photogrammetry and Remote Sensing/Kyoto, Japan.

14. 林芳邦、林昀德、曾國泰、蔡明德、張致文、周秀美、蕭一豪、羅世瑋、 陳宜玄、程嘉信“即時多格式影像串流應用於地理資訊系統” Asia GIS 2010 International Conference

15. 林昀德、羅世瑋、蕭一豪、周秀美、陳宜玄、曾國泰、程嘉信“分散式架構即時多格式串流平台”2009. 資訊技術應用及管理研討會/高雄

16. Yi-Haur Shiau , Jia-Shin Cheng, Sun-In Lin, Yi-Hsuan Chen,Kuo-Tai Tseng, Hsiu-Mei Chou, Shi-Wei Lo, “A Distributed Architecture for Real-Time High-Resolution Video Streaming”HPC Asia & APAN. 2009. Kaohsiung, Taiwan.

17. Hsiu-Mei Chou, Yi-Haur Shiau, Shi-Wei Lo, Sun-In Lin,Fang-Pang Lin, Chia-Chen Kuo, Chuan-Lin Lai. “A Real-Time Ecological Observation Video Streaming System Based on Grid Architecture”HPC Asia & APAN. 2009. Kaohsiung, Taiwan.

18. Shi-Wei Lo,“Comparison of Monte Carlo Methods for the performance of CBE, CPU and GPU”HPC Asia & APAN. 2009. Kaohsiung, Taiwan.

19. Yi-Haur Shiau, Sun-In Lin, Shi-Wei Lo, Hsiu-Mei Chou, Yi-Hsuan Chen, “An Images Monitoring System based on Multi-Format Stream Grid Architecture” World Academy of Science, Engineering and Technology. 2009.(EI)

20. Hsiu-Mei Chou, Shi-Wei Lo, Sun-In Lin,“Distributed Implementation for Large Image Cropping” 第四屆格網技術及應用研討會WoGTA'07

21. 蕭一豪 林昀德 羅世瑋 周秀美 “基於多模串流格網架構之影像監控系統”TANET 2007 臺灣網際網路研討會

22. Shi–Wei Lo, Sun-In Lin, Yi-Haur Shiau, Hsiu-Mei Chou “Multi-method Accessing for Multimedia Grid” 第四屆格網技術及應用研討會 WoGTA'07

23. 林昀德, 羅世瑋, 蕭一豪, 周秀美 “A loose couple based hyper streaming platform” 2007「開放原始碼」技術與應用研討會暨「國科會自由軟體暨嵌入式系統研發專案」 Session(6D)：網路應用與嵌入式系統

24. Lee, M. S., Tai, C. L.,Shih, C. H., Lee, P. C., Lo, S. W. and Chen, W. P.  (2006) The effect of necrotic lesion size and rotational osteotomy for femoral head osteonecrosis a three-dimensional finite element simulation.  Clinical Biomechanics, 21 (2006) 969–976 (SCI IF2.0)

25. 羅世瑋 林昀德 陳郁中 陳泰弘 麥永慶 林芳邦 蔡惠峰“分散式顯示設備-NCHC's Tiled Display Wall”第三屆數位地球研討會 2005.

26. 羅世瑋、林昀德、蕭一豪 “MonitorGrid:多媒體行動學習平台”, TWELF07第三屆台灣數位學習發展研討會 2005.

27. 陳泰弘,羅世瑋,林昀德,陳郁中,麥永慶,林芳邦,蔡惠峰“高解析度投射技術（Tiled Display Wall）在多視景空間資訊視覺展現之應用”The 2nd Taipei International Conference on Digital Earth. 第二屆數位地球研討會 2004.

28. Shi–Wei Lo, Sun-In Lin, Yi-Haur Shiau and Hsiu-Mei Chou “Monitor Grid”, HPC Asia 2007, Seoul, Korea.

29. Chen, W. P., Tai, C. L., Lo, S. W. and Lee, M. S. (2005) Effects of different rotational osteotomies on the stress reduction for femoral head osteonecrosis. 6th Asian-Pacific Conference on Medical and Biological Engineering (APCMBE 2005), Tsukuba, Japan (Apr. 24-27)

30. 梁蘭麗; 羅世瑋; 陳文斌; 李炫昇; 戴金龍; 陳俊步 , “A three-dimensional finite element simulation of transtrochanteric rotational osterotomy for avascular necrotic femoral head”,2002生物力學年會,中央研究院.

31. 羅世瑋 陳文斌.“缺血性壞死股骨頭轉骨術之三維有限元素模擬” 2002台灣生物力學學會學術研討會優秀論文

32. 羅世瑋 “缺血性壞死股骨頭轉骨術之三維有限元素模擬”碩士論文，中原大學 生物醫學工程學系 2002

33. Jyh-Horng Wu, Chien-Hao Tseng, Lun-Chi Chen, Shi-Wei Lo, Fang-Pang Lin, "Automated Image Dehazing Method for Flood Detection and Monitoring: A Case Study of Taiwan", International Multi-Conference on Engineering and Technology Innovation 2015 (IMETI2015), Kaohsiung, Oct. 30- Nov. 3, 2015.

34. 吳志泓、陳倫奇、曾建澔、羅世瑋、林芳邦，” Automated Image Identification Method in Large-Scale Streaming for Flood Disaster Monitoring: A Case Study in Taiwan”，台灣水利期刊，2014 (EI期刊)

35. 吳志泓、陳倫奇、曾建澔、羅世瑋、林芳邦，2015，「大資料水位影像識別於橋梁安全之應用」，台灣水利期刊，第63卷，第1期，93-99.

36. S. W. Lo and H. -M. Chou, "Evaluating and Improving Optical Character Recognition (OCR) Efficiency in Recognizing Mandarin Phrases with Phonetic Symbols," 2022 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS), BALI, Indonesia, 2022, pp. 390-394, doi: 10.1109/IoTaIS56727.2022.9975969.

37. S. W. Lo and H. -M. Chou, "Feasibility Study on Restoring Chinese Documents by Convolutional Autoencoder," 2023 IEEE International Conference on Consumer Electronics (IEEE ICCE-TW), Pingtung, Taiwan, 2023, [DOI] 

38. Shi-Wei Lo, Jyh-Horng Wu, Hsiu-Mei Chou "Comprehensive Training of State-of-the-Art Deep Neural Networks for Crop Disease Classification," 2023 The 36th IPPR Conference on Computer Vision, Graphics, and Image Processing (CVGIP), kinmen, National Quemoy University.  2023, [DOI]

39.  Shi-Wei Lo, "Marine Debris Detection with Transformers: An Initial Practices", Vision Marine Conference, April 22-24, 2024 Kaohsiung, Taiwan.

計畫

• 101-102 多重影像處理技術應用於防救災之研究(2/2)  經濟部水利署

• 103-104 雲端超解析技術於水利災害應用之研發(2/2)  經濟部水利署

• 103-107 防災應變格網系統與水情影像監視站軟硬體擴充與維運 經濟部水利署

• 104-105 蘭陽溪及和平溪監管系統改善規劃設計 第一河川局

• 105 感測器元件模組與智慧虛實整合系統計畫  科技部

• 106-108 中科自主智慧防災水情系統建置計畫(3/3) 

• 107 住華科技股份有限公司切割瑕疵辨識可行性評估計畫

• 107 影像偵測及辨識前期研究計畫 中央大學前瞻科技研究中心

• 108 水情影像系統維運管理與加值應用 經濟部水利署

• 108 晶圓瑕疵檢測模型及模型優化之自動平行化訓練平台 聯電

• 108 積淹水影像辨識與雲端服務整合研究計畫 經濟部水利署

• 108-110 台灣AI雲、TWCC、台灣衫2號 FAE服務團隊計畫

• 109 運用深度學習神經網路提升正子電腦斷層掃描之量化精確性 國科會

• 111  利用5G網路建立烘焙業現場流程遠距稽核指導與AI檢測發酵示範 

    Patents

1.  「多重影像並列顯示的遠端控制方法」 蔡惠峰、林芳邦、林昀德、陳郁中、麥永慶、羅世瑋、陳泰弘 中華民國發明專利 I238659 2005

2.  「網路虛擬電視選台系統與方法」, 中華民國發明專利 2009

3.  「立體攝影機底座之水平測量裝置」，中華民國新型專利 2010

4.  「基於影像異動之多模監控系統及其方法」, 中華民國發明專利 2011

5.  「影片片段搜尋方法」，中華民國發明專利  2016

6.   『河川水位監控方法與系統』中華民國發明專利 I521478, Feb.  11, 2016

7.   『量測水流系統及方法』中華民國發明專利 I655436, April, 1, 2019

8.   『針對特定已知高度之標的物影像辨識進行尺寸推估的方法』中華民國發明專利 I720644, March, 1, 2021

9.   US patent 7253841, Jan. 7, 2007: 「Remote control method of tile display」(html)

10.   US patent 9075876, July. 7, 2015:「SEARCH METHOD FOR VIDEO CLIP」(html)

11.   US patent 9,240,054, Jan. 19, 2016: 「Method for monitoring water level of water body and system for implementing the method」(html)

12.  US20190056421A1 2018: Method and system for analyzing velocity distribution of water flow in a water body (html)

13.  US20210104059A1 2020: Method for size estimation by image recognition of specific target using given scale (html)

14. 『烘焙炊蒸食品半成品的完成度管控方法及系統』羅世瑋、吳志泓、周秀美 中華民國發明專利 I838271 (2024/04/01~2043/06/08)

榮譽

1. 2006年行政院科技貢獻獎Ecology Grid received Sci.-Tech. Award in 2006 for its contribution to ecology and human life.

2. Participate in the demo of "MIE" Project (Micro Info Engine) with DRBL+TDWTK, 2008, Osaka Prefecture University.

3. 經濟部98年度自由軟體產業應用推動計畫舉辦 第七屆黃金企鵝獎 【研發獎】“分散式架構即時多媒體串流平台”

4. 2009國科會50週年慶「50科學成就」獎 (Ecology Grid chosen as one of the “50 Important Scientific Achievements” by NSC.)

5. 第六屆國研院科技貢獻獎(2012) 科技服務類佳作獎:國家高速網路與計算中心-自然環境格網於防災應變之技術服務

6. 2011 德國-紐倫堡發明展 金牌 遠端多重同步拍攝系統

7. 2012 國家實驗研究院 傑出科技貢獻獎 (自然環境格網於防災應變之技術服務)

8. 2013 韓國-首爾發明展 金牌 取得遠端多點縮時立體影像之方法

9. 2013日本-東京發明展 金牌 (全景)取得遠端多點縮時立體影像之方法

10. 2017 NVDIA DLI 認證講師

11. 2017 2018 前瞻計畫AI大型GPU主機規劃團隊 AI benchmark task force 成員 

12. 2017 2018 GTC2017, GTC2018 Poster

13. 2018 台灣人工智慧學校 新竹分校 第一期技術領袖培訓班

14. 2018 臺灣防災產業協會 防災科技應用技術優質獎 (智慧防災千里眼)

15. 2019 TIE台灣創新技術博覽會發明競賽 金牌獎 (專利:河川水位監控方法與系統)

16. 2020 ICME Grand Challenge PAIR Competition 準決賽第六名

17. 2020 3rd Asia cup Brain Tumor Segmentation Challenge 第十四名

18. 2020 國家高速網路與計算中心 績優團隊獎 (道路積淹水AI影像辨識服務)

19. 2020 國家高速網路與計算中心 績優團隊獎 (台灣AI雲FAE 客戶服務團隊)

20. 2021 Aidea 動態足壓影像辨識競賽 第四名 (351隊)

21. 2022 Intel DevCup Edge AI應用競賽 入圍實作組決賽 （210組取20 注音消去法）

22. 2023 數位發展部AI應用鬥智賽 佳作 (揮發性氣體外洩偵測) 

23. 2023 國家海洋研究院 海洋廢棄物影像識別挑戰賽 冠軍