學歷:
PhD, National Cheng Kung University, Institute of Information Engineering, 2005-2011
Master's, National Taiwan Normal University, Institute of Information Engineering, 2003-2005
經歷:
國立中興大學 資訊管理學系 助理教授 2026/02/01~
國家實驗研究院 國家高速網路與計算中心 副研究員 2018~2026/1/30
國立清華大學 動力機械系 兼任助理教授 2024.2-2025.7
靜宜大學 會計資訊系 兼任助理教授 2018.2-2018.7
國家實驗研究院 國家高速網路與計算中心 助理研究員 2012-2017
榮譽與獎項:
1. International Conference on Computer Vision, ICCV 2025
國際頂尖電腦視覺研討會 ICCV2025 賽事 Track3 準確度冠軍
Hsiang-Wei Huang*, Pyongkun Kim*, Jen-Hao Cheng, Kuang-Ming Chen, Cheng-Yen Yang, Bahaa Alattar, Yi-Ru Lin, Sangwon Kim, Kwang-Ju Kim, Chung-I Huang, Jenq-Neng Hwang (2025, October). Warehouse spatial question answering with LLM agent: 1st place solution of the 9th AI City Challenge Track 3. 2025 The International Conference on Computer Vision (ICCV 2025).
2. 2024 未來科技獎 獲獎 "數位都市-智慧交通壅塞預警與警察勤務支援系統" 計畫主持人 黃仲誼博士
3. 2024 IEEE Workshop on Maritime Computer Vision (MaCVi 2024) 國際頂尖電腦視覺研討會
UAV-based Multi-Object Reidentification全球準確度冠軍
USV-based Multi-Object Tracking全球準確度冠軍。
Cheng-Yen Yang, Hsiang-Wei Huang, Zhongyu Jiang, Heng-Cheng Kuo Jie Mei, Chung-I Huang, Jenq-Neng Hwang (2024, Jan)
4. 2024 27th International Conference on Pattern Recognition (ICPR2024) 國際頂尖電腦視覺研討會
Multi-Modal Visual Rattern Recognition Challenge 全球準確度冠軍
Cheng-Yen Yang, Hsiang-Wei Huang, Pyong-Kun Kim, Chien-Kai Kuo, Jui-Wei Chang, Kwang-Ju Kim, Chung-I Huang, and Jenq-Neng Hwang
5. 2023 The IEEE/CVF Conference on Computer Vision and Pattern Recognitio 國際頂尖電腦視覺研討會
The AI City Challenge Workshop 多目標追蹤準確度冠軍
Hsiang-Wei Huang∗, Cheng-Yen Yang∗, Zhongyu Jiang, Pyong-Kun Kim, Kyoungoh Lee, Kwangju Kim, Samartha, Ramkumar, Chaitanya Mullapudi, In-Su Jang, Chung-I Huang, Jenq-Neng Hwang
News:
2025.10.21 International Conference on Computer Vision, ICCV 2025 國際頂尖電腦視覺研討會
ICCV2025 Track3 準確度冠軍! 恭喜團隊~!
Huang, H.-W., Kim, P., Cheng, J.-H., Chen, K.-M., Yang, C.-Y., Alattar, B., Lin, Y.-R., Kim, S., Kim, K., Huang, C.-I., & Hwang, J.-N. (2025, October). Warehouse spatial question answering with LLM agent: 1st place solution of the 9th AI City Challenge Track 3. 2025 The International Conference on Computer Vision (ICCV2025).
2025.10.17 恭喜團隊成果獲選TANET 2025 優秀論文獎 "Developing a Novel RAG Prototype Based on Large Language Model for Urban Traffic Forecasting System"
2025.6 http://www.twcloud.org.tw/xmdoc/cont?xsmsid=0I249594489957008833&sid=0P148773219978700116
台灣雲端物聯網協會XR Digital Twins 數位孿生應用SIG 盛大舉辦「智慧交通 × 數位孿生:打造未來移動新藍圖」論壇, 主題演講: 智慧交通-IoT都市車流預測與數位孿生應用
2025/04/17 美國Vanderbilt大學 Jonathan.sprinkle與Dan Work教授來訪合作紀念
2025.10.21 International Conference on Computer Vision, ICCV 2025 國際頂尖電腦視覺研討會
ICCV2025 Track3 準確度冠軍! 恭喜團隊~!
Huang, H.-W., Kim, P., Cheng, J.-H., Chen, K.-M., Yang, C.-Y., Alattar, B., Lin, Y.-R., Kim, S., Kim, K., Huang, C.-I., & Hwang, J.-N. (2025, October). Warehouse spatial question answering with LLM agent: 1st place solution of the 9th AI City Challenge Track 3. 2025 The International Conference on Computer Vision (ICCV2025).
2025.10.17 恭喜團隊成果獲選TANET 2025 優秀論文獎 "Developing a Novel RAG Prototype Based on Large Language Model for Urban Traffic Forecasting System"
2025.6 http://www.twcloud.org.tw/xmdoc/cont?xsmsid=0I249594489957008833&sid=0P148773219978700116
台灣雲端物聯網協會XR Digital Twins 數位孿生應用SIG 盛大舉辦「智慧交通 × 數位孿生:打造未來移動新藍圖」論壇, 主題演講: 智慧交通-IoT都市車流預測與數位孿生應用
2025/04/17 美國Vanderbilt大學 Jonathan.sprinkle與Dan Work教授來訪合作紀念
2024/10/24 恭喜團隊 榮獲ICPR2024 國際電腦視覺研討會 Multi-Modal Tracking 準確度冠軍.
2024/10/17 恭喜團隊榮獲 國科會 2024 未來科技獎!!
2024/09/17 法國Universite-Paris Saclay學生 Lucas Biechy 暑期交換實習
計畫主持:
智慧交通-即時車流壅塞預測與號誌優化系統 113-2221-E-492 -016 計畫主持人
基於姿態偵測與影像修復針對真實場域步態辨識所需之合成資料生成方法 (2) (111-2221-E-155 -041) ,共同計畫主持人
教育部人工智慧人才培育計畫 人工智慧中小學推廣教育,共同計畫主持人
針對遠距離複雜行人運動的基於步態能量圖之行人追蹤與步態辨識(108-2221-E-155-033-MY2),共同計畫主持人
台中市政府 世界花卉博覽會豐原葫蘆墩公園人流監測服務案 ,計畫主持人。
國立海洋科技博物館,基於影像辨識與大數據分析技術之遊客人數與人群估算系統先導研究,計畫主持人。
國立海洋科技博物館,基於影像辨識與大數據分析技術之遊客參訪熱點與年齡分析系統先導研究,計畫主持人
國立海洋科技博物館,應用虛擬/擴增/混和實境技術於海洋科學與科技題材蒐集與展示模式委外研究,計畫主持人
潤泰集團潤弘精密工程, 鋼筋檢測技術研發,計畫主持人
智慧交通-即時車流壅塞預測與號誌優化系統 113-2221-E-492 -016 計畫主持人
基於姿態偵測與影像修復針對真實場域步態辨識所需之合成資料生成方法 (2) (111-2221-E-155 -041) ,共同計畫主持人
教育部人工智慧人才培育計畫 人工智慧中小學推廣教育,共同計畫主持人
針對遠距離複雜行人運動的基於步態能量圖之行人追蹤與步態辨識(108-2221-E-155-033-MY2),共同計畫主持人
台中市政府 世界花卉博覽會豐原葫蘆墩公園人流監測服務案 ,計畫主持人。
國立海洋科技博物館,基於影像辨識與大數據分析技術之遊客人數與人群估算系統先導研究,計畫主持人。
國立海洋科技博物館,基於影像辨識與大數據分析技術之遊客參訪熱點與年齡分析系統先導研究,計畫主持人
國立海洋科技博物館,應用虛擬/擴增/混和實境技術於海洋科學與科技題材蒐集與展示模式委外研究,計畫主持人
潤泰集團潤弘精密工程, 鋼筋檢測技術研發,計畫主持人
執行計畫:
2024.8-2025.7 智慧交通-即時車流壅塞預測與號誌優化系統
2021.11-2023.11 人工智慧架構的地球環境災害防減抗策略TWAI
2020-2021 iDream 物聯網人工智慧於都市科學之技術發展/AIOT for Urban
2020-2021 針對遠距離複雜行人運動的基於步態能量圖之行人追蹤與步態辨識
2018-2019 世界花卉博覽會豐原葫蘆墩公園人流監測服務案
2019 海科館科學研究資料模式分析案
2018 新竹市智慧都市合作案
2017-18 國立海洋科技博物館,虛擬/擴增/混和實境技術研發與應用
2017-18 國立海洋科技博物館-智慧博物館城 人流熱點分析
2017 中科管理局-前瞻計畫之智慧機器發展合作案
2017 台美國際合作-建置LifeMapper與SAGE2展示系統
2016-18 智慧都市-自動化車流估算與分類系統
2016 國立海洋科技博物館-基於影像辨識與大數據分析技術遊客人數與人群估算系統
2015 消防署 閃燃預警系統研發
2014 警政署 超高密度人群估算系統
2013潤泰集團 鋼筋檢測技術研發
2012 國研院 福衛二號影像成果加值計畫
2012 水利署-自動化異物偵測系統
2010 扣件表面缺陷(外牙傷)檢測技術研發
2010 輪緣螺帽輪緣裂痕檢驗技術研究
2010 同調光源照明之最佳化影像合成處理 工研院
2010建立國人I-123 ADAM單光子斷層掃瞄標準腦模版及腦血清素全自動分析系統在各型憂鬱症之應用
2009國人血清素單光子掃描自動對位及分析系統之研發與相關疾病的臨床評估
2008阿茲海默症合併憂鬱症病患之Tc99m HMPAO 腦血流及I-123ADAM 腦血清素功能
2008研發二階段三度空間對位統計方法作為I-123 ADAM單光子斷層掃描在腦部血清素轉運體之最佳化定量分析
2024.8-2025.7 智慧交通-即時車流壅塞預測與號誌優化系統
2021.11-2023.11 人工智慧架構的地球環境災害防減抗策略TWAI
2020-2021 iDream 物聯網人工智慧於都市科學之技術發展/AIOT for Urban
2020-2021 針對遠距離複雜行人運動的基於步態能量圖之行人追蹤與步態辨識
2018-2019 世界花卉博覽會豐原葫蘆墩公園人流監測服務案
2019 海科館科學研究資料模式分析案
2018 新竹市智慧都市合作案
2017-18 國立海洋科技博物館,虛擬/擴增/混和實境技術研發與應用
2017-18 國立海洋科技博物館-智慧博物館城 人流熱點分析
2017 中科管理局-前瞻計畫之智慧機器發展合作案
2017 台美國際合作-建置LifeMapper與SAGE2展示系統
2016-18 智慧都市-自動化車流估算與分類系統
2016 國立海洋科技博物館-基於影像辨識與大數據分析技術遊客人數與人群估算系統
2015 消防署 閃燃預警系統研發
2014 警政署 超高密度人群估算系統
2013潤泰集團 鋼筋檢測技術研發
2012 國研院 福衛二號影像成果加值計畫
2012 水利署-自動化異物偵測系統
2010 扣件表面缺陷(外牙傷)檢測技術研發
2010 輪緣螺帽輪緣裂痕檢驗技術研究
2010 同調光源照明之最佳化影像合成處理 工研院
2010建立國人I-123 ADAM單光子斷層掃瞄標準腦模版及腦血清素全自動分析系統在各型憂鬱症之應用
2009國人血清素單光子掃描自動對位及分析系統之研發與相關疾病的臨床評估
2008阿茲海默症合併憂鬱症病患之Tc99m HMPAO 腦血流及I-123ADAM 腦血清素功能
2008研發二階段三度空間對位統計方法作為I-123 ADAM單光子斷層掃描在腦部血清素轉運體之最佳化定量分析
博士論文 指導教授: 孫永年教授
利用連續影像對位以及標準參考影像之碘123 ADAM/SPECT 影像功能評估
Functional Evaluation of Long-time I-123 ADAM/SPECT Image Based on Sequential Image Registration with Standard Reference Image Representative.
碩士論文 指導教授: 陳世旺教授
智慧型停車場管理系統
Intelligent Parking Management System
專利:
[1] 物品數量估算方法 中華民國專利證書 發明第509212號 (第一發明人)
[2] Method for estimating a number of objects美國專利證書 US 9519960號 (第一發明人)
[3] 以影像為基礎之車輛計數與分類系統 發明第I640964號 (第一發明人)
[4] Image Based Vehicle Classification Sysytem 美國專利證書 US 10572741號 (第一發明人)
Journal 期刊論文:
- W. R. Putri, F. R. Hakim, B.-T. Pham, S.-K. Chen, C.-I. Huang, K.-C. Li, S.-L. Chen, and J.-C. Wang, "Learning From Easy to Hard: Fingerprint Spoof Detection with Hard Sample Mining," IEEE Transactions on Artificial Intelligence, 2026, Early Access.
- Ji-Long He, Ying-Hua Chen, Wenny Ramadha Putri, Chung-I Huang, Ming-Hsiang Su, Kuo-Chen Li, Jian-Hong Wang, Shih-Lun Chen, Yung-Hui Li, Jia-Ching Wang "Hardware Implementation of Improved Oriented FAST and Rotated BRIEF-Simultaneous Localization and Mapping Version 2" Sensors, 25, 6404, 2025 https://doi.org/10.3390/s25206404 (SCI, IF 3.5)
- Chung-I Huang, Lucas Biechy, Jih-Sheng Chang, Chien-Hao Tseng, Jyh-Horng Wu, Wen-Yi Chang, and Yun-Te Lin, "A Lightweight Recurrent Architecture for Robust Urban Traffic Forecasting with Missing Data", IEEE Open Journal of Intelligent Transportation Systems", Volume: 6, pp. 1235-1244, 2025. https://doi.org/10.1109/OJITS.2025.3609339 (IF 5.3, Q1) 本人為第一作者、通訊作者
- Chung-I Huang*, Jih-Sheng Chang, Jun-Wei Hsieh, Jyh-Horng Wu, Wen-Yi Chang "xLSTM-Based Urban Traffic Flow Prediction for Intelligent
Transportation Governance", Applied Sciences, 2025, 15, 7859 1-15 (SCI, IF 2.5) 本人為第一作者、通訊作者 - Zhi-Sheng Chen, Chrisantonius, Farchan Hakim Raswa, Shang-Kuan Chen*, Chung-I Huang, Kuo-Chen Li *, Shih-Lun Chen, Yung-Hui Li, Jia-Ching Wang, A Hybrid Deep Learning and Feature Descriptor Approach for Partial Fingerprint Recognition. Electronics 2025, 14(9), 1807, 1-15; https://doi.org/10.3390/electronics14091807 (SCI, IF 2.6)
- P.Y. Tsai, H.C. Chen, H.H. Huang, C.H. Chang, P.S. Fan, Chung-I Huang, Y.C. Cheng, F.M. Chang Y.N. Sun. (2012, Jun). A new automatic algorithm to extract craniofacial measurements from fetal three-dimensional volumes. Ultrasound in Obstetrics & Gynecology, 39(6), 642–647.(IF 6.7)
- Chung-I Huang; Yung-Nien Sun; Wei-Jen Yao; (2011, Jul). Functional evaluation using multistep registration with standard magnetic resonance and ADAM brain images. Nuclear Medicine Communications, 32(7), 635-640. (IF 1.3) 本人為第一作者.
- Chou-Ching K. Lin, Yung-Nien Sun, Chung-I Huang, Chin-Yin Yu, Ming-Shaung Ju (2010, Dec). Cortical Activation by Tactile Stimulation to Face and Anterior Neck Areas: An fMRI Study with Three Analytic Methods. Human Brain Mapping, 31(12), 1876-1885. (IF 3.3)
- Chung-I Huang, Wei-Jen Yaob and Yung-Nien Sun (2010, Aug). New methods for registering long-time I-123 ADAM SPECT image sequences to magnetic resonance images. Nuclear Medicine Communications, 31(8), 734-740. (IF 1.3) 本人為第一作者.
- Chung-I Huang, Yu-ping Huang, Chou-Ching Lin, Yung-Nien Sun (2008, Aug). Using Independent Component Analysis to Detect Active Regions in Brain fMRI for Tactile Stimulation. Journal of Medical and Biological Engineering, 28(3), 101-105. (IF 1.7) 本人為第一作者.
Conference Papers 研討會論文:
- 陳威宇, 孫振凱, 黃仲誼, 將開放詞彙能力導入多模態即時物件偵測之研究, 第二十四屆離島資訊技術與應用研討會, 2026
- Jih-Sheng Chang, Chung-I Huang "Developing a Novel RAG Prototype Based on Large Language Model for Urban Traffic Forecasting System", TANET 2025 獲選優秀論文獎 。
- Hsiang-Wei Huang*, Pyongkun Kim*, Jen-Hao Cheng, Kuang-Ming Chen, Cheng-Yen Yang, Bahaa Alattar, Yi-Ru Lin, Sangwon Kim, Kwang-Ju Kim, Chung-I Huang, Jenq-Neng Hwang (2025, October). Warehouse spatial question answering with LLM agent: 1st place solution of the 9th AI City Challenge Track 3. 2025 The International Conference on Computer Vision (ICCV 2025).
- Cheng-Yen Yang, Hsiang-Wei Huang, Kuang-Ming Chen, Kunjun Li, Farron Wallace, Chung-I Huang, Jenq-Neng Hwang, "A Depth-Aware Robust Multi-Object Tracker for Crowded Scene by Re-Prioritizing Association Order " IEEE Conference on Advanced Video and Signal Based Surveillance (AVSS 2025)
- Ying-Li Lin, Hao-Chung Cheng, Chung-I Huang, Chien-Yao Wang, Jia-Ching Wang. "Impact of Glyph Information on Latent Space Diffusion Models for Accurate Handwritten Text Generation" IEEE International Conference on Acoustics, Speech, and Signal Processing. ICASSP 2025
- Cheng-Yen Yang, Hsiang-Wei Huang, Pyong-Kun Kim, Chien-Kai Kuo, Jui-Wei Chang, Kwang-Ju Kim, Chung-I Huang, and Jenq-Neng Hwang (2024, Dec). Adapting SAM2 for Visual Object Tracking. 27th International Conference on Pattern Recognition (2024 ICPR)
- Cheng-Yen Yang, Hsiang-Wei Huang∗, Pyong-Kun Kim∗, Zhongyu Jiang Kwang-Ju Kim, Chung-I Huang Haiqing Du, Jenq-Neng Hwang 'An Online Approach and Evaluation Method for Tracking People Across Cameras in Extremely Long Video Sequence' The IEEE / CVF Computer Vision and Pattern Recognition Conference (IEEE CVPR 2024).
- Jih-Sheng Chang, Chung-I Huang, Kuo-Ming Tu, Chen-Kai Sun, Wei-Yu Chen, Fang-Pang Lin Nation Center for High-Performance Computing 'Developing a Novel Real-Time Traffic Congestion Prediction System for Smart City Applications' TANET 2024
- Ching huang, Liu Sih-Min, Yeh Chen-Chen, Pei-Jen Wang, * Chung-I Huang. “Real-time Fall Prediction and Alert System Using LSTM for Elderly Care “The 37th IPPR Conference on Computer Vision, Graphics, and Image Processing, CVGIP 2024 Taiwan 本人為通訊作者
- Cheng-Yen Yang, Hsiang-Wei Huang, Zhongyu Jiang, Heng-Cheng Kuo Jie Mei, Chung-I Huang, Jenq-Neng Hwang (2024, Jan). Sea You Later: Metadata-Guided Long-Term Re- Identification for UAV-Based Multi-Object Tracking. The Workshop on Maritime Computer Vision (MaCVi 2024) of IEEE/CVF Winter Conference on Applications of Computer Vision, 夏威夷.
- Hsiang-Wei Huang, Cheng-Yen Yang, Jiacheng Sun, Pyong-Kun Kim Kwang-Ju Kim, Kyoungoh Lee, Chung-I Huang, Jenq-Neng Hwang (2024, Jan). Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in Sports. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2024), 夏威夷.
- Chung-I Huang, Jih-Sheng Chang,Chen-Kai Sun, Taichi Wang, Wei-Yu Chen, Hui Hung Yu,Wen-Yi Chang,Fang-Pang Lin (2023, Nov). A Framework for Reusing Earth Science Data on Data and Model Marketplaces. 2023 APSIPA Annual Summit and Conference (APSIPA ASC 2023). 本人為第一作者、通訊作者.
- Chung-I Huang, Pingyang Chen , Risheng Zhang ,Zhengda Li,Dayuan Lin, Xu Yihong, Li Junying, Fang-Pang Lin (2023, Sep). Utilization of Deep Learning Techniques for Fog-Induced Visibility Detection in Matsu Region: A Res2Net-50 Based Approach . 2023 Conference on Weather Analysis and Forecasting. 本人為第一作者、通訊作者.
- Ching-Min Huang, Chung-I Huang, Yu-Lung Wu (2023, Aug). Big Data Analysis of Road Traffic Control in Smart City during Students' Holidays. 14th International Conference of Organizational Innovation (ICOI 2023).
- Chung-I Huang, JihSheng Chang , Jyh-Horng Wu, Fang-Pang Lin (2023, Jul). Application of Inertial Measurement Unit (IMU) for Traffic Congestion Assessment. 2023 The Information Technology and Applications Conference (ITAC 2023). 本人為第一作者、通訊作者.
- Chung-I Huang, JihSheng Chang , Jyh-Horng Wu, Fang-Pang Lin (2023, Jul). Understanding Traffic Dynamics in Taichung City: A Comprehensive Study of Busy Intersection with Open Sensor Data. 2023 The Information Technology and Applications Conference (ITAC 2023). 本人為第一作者、通訊作者.
- Hsiang-Wei Huang∗, Cheng-Yen Yang∗, Zhongyu Jiang, Pyong-Kun Kim, Kyoungoh Lee, Kwangju Kim, Samartha, Ramkumar, Chaitanya Mullapudi, In-Su Jang, Chung-I Huang, Jenq-Neng Hwang (2023, Jun). Enhancing Multi-Camera People Tracking with Anchor-Guided Clustering and Spatio-Temporal Consistency ID Re-Assignment. The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2023) , 加拿大.
- Jih-Sheng Chang, Chung-I Huang (2023, Jun). Towards the vision of net zero emissions in smart city through developing an innovative service of urban traffic forecasting. ICEO&SI 2023 .
- Hsiang-Wei Huang, Cheng-Yen Yang, Samartha Ramkumar, Chung-I Huang, Jenq-Neng Hwang, Pyong-Kun Kim, Kyoungoh Lee, Kwangju Kim (2023, Apr). Observation Centric and Central Distance Recovery for Athlete Tracking. IEEE/CVF Winter Conference on Applications of Computer Vision 2023 (WACV 2023), 夏威夷.
- Ping-Yang Chen, Jun-Wei Hsieh, Chung-I Huang, Jih-Sheng Chang, Yong-Sheng Chen, and I-AN Lu (2022, Aug). Rethinking Distortion Fisheye Cameras for Urban Traffic: Towards a Novel Algorithm of Multiple Objects Tracking Without Dewarping. CVGIP2022.
- Chung-I Huang, JihSheng Chang, Wei-yu Chen, Jyh-Horng Wu, FangPang Lin (2022, Jun). Deep Learning-based Wild Fish Identification System. ICEOSI2022.
- JihSheng Chang, Chung-I Huang g, FangPang Lin (2022, Jun). Detection Model of Abnormal Events for Real-Time Underwater Surveillance System. ICEOSI 2022.
- JihSheng Chang, Chung-I Huang, and FangPang Lin (2021, Dec). Optimization of Wind Prediction with Multi-Model Strategy for Offshore Wind Farms. TANET 2021.
- Chung-I Huang, JihSheng Chang and FangPang Lin (2021, Dec). Wind Power Data Addendum for LSTM Model. TANET 2021 . 本人為第一作者、通訊作者.
- Ping-Yang Chen, Jun-Wei Hsieh, Chung-I Huang, Jih-Sheng Chang, Yong-Sheng Chen, and I-AN Lu (2021, Dec). Surveillance Camera Calibration Using Evolutionary Optimization and its Application to Vehicle Speed and Traffic Flow Estimation. TANET 2021 .
- Amit Singh, Chun-Yu Lin, Chung-I Huang, Fang-Pang Lin (2021, Nov). Quantum Annealing Approach for the Optimal Real-time Traffic Control using QUBO. IEEE/ACIS International Fall Virtual Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD2021).
- Chung-I Huang, JihSheng Chang, FangPang Lin (2021, Aug). Smog Detection by using CNN-Based Vision Detection Method. 2021 ICEO&SI Conference. 本人為第一作者、通訊作者.
- I-Cheng Yeh, Sebastian Chung, Yung-Peng Hsu, Chung-I Huang (2020, Nov). Event-Based Surveillance Video Retrieval Through Trajectory Analysis using Fisheye Camera. ICCE 2020.
- Chung-I Huang , JihSheng Chang, FangPang lin (2020, Jul). Mobile Air Poulltion Analysis by using Vision-Based Traffic Flow Detection and AOT Node . 2020 ICEO&SI Conference. 本人為第一作者、通訊作者.
- Chung-I Huang, Yeh I-Cheng, Fang-Pang Lin (2019, Jul). NEW APPROACH FOR PATTERN RECOGNITION OF HUMAN DETECTION BY USING CNN-SVM MODEL. ICEO&SI 2019. MOST 108-2221-E-155-033-MY2. 本人為第一作者、通訊作者.
- Chung-I Huang, I-Cheng Yeh, Fang Pang Lin (2018, Nov). SMART City- People Flow and Age Analysis System . SEAIP 2018. 本人為第一作者、通訊作者.
- Chung-I Huang, Jen-Gaw Lee, Lung-Cheng Lee, Whey-Fone Tsai, Fang-Pang Lin (2018, Jul). Analyze of mobile air pollution by using convolutional neural network based vehicle classification system . ICEO&SI Conference. 本人為第一作者、通訊作者.
- Chung-I Huang, I-Cheng Yeh, Fang Pang Lin (2017, Dec). SMART Museum-People Flow and Age Analysis System . SEAIP 2017. 本人為第一作者、通訊作者.
- Chung-I Huang, Lung-Cheng Lee, Jen-Gaw Lee, Whey-Fone Tsai , Fang-Pang Lin (2017, Aug). Analyze of Mobile Air Pollution by Using Automatic Vehicle Counting. Conference on Computer Vision, Graphics and Image Processing. 本人為第一作者、通訊作者.
- Chung-I Huang, Chien-Hao Tsen, Fang-Pang Lin (2017, Jun). Automatic Vehicle Counting and Classification by Using Convolutional Neural Network. CEO&SI Conference. 本人為第一作者、通訊作者.
- Chung-I Huang, Chien-Hao Tsen, Fang-Pang Lin (2017, Jun). Convolutional Neural Network Based Automatic Flashover Detection in Fire Early Warning System. ICEO&SI Conference. 本人為第一作者、通訊作者.
- Chine-Hao Tseng, Chung-I Huang, Fang-Pang Lin and Tso-Chung Sung (2016, Sep). Automatic People Counting System Based on Face Detection in Video Surveillance . The 2nd International Conference on Computing and Precision Engineering. 本人為通訊作者.
- Chung-I Huang, Chien-Hao Tseng, Fang Pang Lin (2016, Aug). Automatic Vehicle Counting And Classification System Based On Back Propagation Algorithm. Conference on Computer Vision, Graphics and Image Processin. 本人為第一作者、通訊作者.
- Chung-I Huang, Chien-Hao Tseng, Fang Pang Lin, Chiao Hsuan Cheng (2015, Nov). Support Vector Machine Classification of Leukocytes in Blood Microscope Images. Annual Symposium on Biomedical Engineering and Technology, 台灣大學. 本人為第一作者、通訊作者.
- Chung-I Huang,Chien-Hao Tseng, Fang Pang Lin (2015, Aug). Automatic Flashover Detection in Fire Early Warning System. The Conference on Computer Vision, Graphics and Image Processing 2015. 本人為第一作者、通訊作者.
- Chung-I Huang, Chien-Hao Tseng,Lun-Chi Chen, Jyh-Horng Wu, Fang Pang Lin (2014, Aug). Automatic Object Detection in Flood Monitoring System. Conference on computer vision graphics and image processing. 本人為第一作者、通訊作者.
- Sheng-Fuu Lin, Chien-Hao Tseng, Chung-I Huang (2013, Oct). Supervised Neural Networks for the Automatic Classification of Leukocytes in Blood Microscope Images. 2013 International Applied Science and Precision Engineering Conference (ASPEC).
- Chih-Hsun Lin, Chung-I Huang, Ming-Huwi Horng, and Yung-Nien Sun (2010, Oct). Multi-Modality Registration by Using Mutual Information with Honey Bee Mating Optimization (HBMO). Biomedical Engineering and Sciences.
- W.J. Yao; C.H. Wu; Y.K. Yang; L.H Shen Chung-I Huang (2010, Oct). Brain dopamine transporters in obesity. Society of Nuclear Medicine.
- Chung-I Huang; Yung-Nien Sun;Wei-Jen Yao (2010, Aug). Functional Evaluation By Using Multi-Step Registration With Standard Mr Brain Image. The Biomedical Engineering International Conference. 本人為第一作者.
- Wei-Jen Yao; Chung-I Huang; Yung-Nien Sun, Yang Yen-Kuang (2009, Sep). Registration of I-123 ADAM SPECT with MRI: Sequential and two-step methods . European Association of Nuclear Medicine,.
- Yuh-Hwan Liu, Chi-Yi Lin, Shu-Min Chen, Chou-Ching Lin, Chung-I Huang, Yung-Nien Sun (2008, Jul). Muscular Motion Tracking From 3d And 4d Ultrasonic Image Sequences. 16th International Conference On Mechanics In Medicine And Biology.
- Yuh-Hwan Liu, Shu-Min Chen, Chi-Yi Lin, Chung-I Huang, Yung-Nien Sun (2007, Aug). Motion Tracking on Elbow Tissue from Ultrasonic Image Sequence for Patients with Lateral Epicondylitis. Proceedings of the 29th Annual International Conference of the IEEE EMBS.
- 陳威宇 柯維然 孫振凱 Chung-I Huang 游輝宏 (2022年05月)。點中心標註之魚眼交通資料集。itaoi2022。
- 張日昇,周秀美,Chung-I Huang,林芳邦(2021年08月)。Short-Term Wind Forecasting System based on LSTM Recurrent Neural Networks for Offshore Wind Farms。2021 ICEO&SI。
- 張日昇.蘇威智,周秀美,林芳邦,黃仲誼(2020年10月)。An AI-Based Wind Forecast System for Offshore Wind。TANET 2020。
- Chung-I Huang,林芳邦, 張日昇(2020年10月)。U-Net應於複雜環境車輛影像辨識。TANET 2020。本人為第一作者、通訊作者。
- 林益聖 張楚翎 Chung-I Huang 葉奕成(2019年11月)。基於行人姿態資訊的戶外擁擠出入口人流分析與計數系統。TAAI2019。科技部:108-2221-E-155-033-MY2。
- Chung-I Huang 林芳邦 曾建澔 (2018年10月)。以影像處理為基礎之火場閃燃訊號偵測。TANET 2018。本人為第一作者、通訊作者。
- 蔡曉佩 黃仲誼 曾建澔 林芳邦(2017年11月)。以機器學習為基礎之自動化車流影像辨識技術。TANET。本人為通訊作者。
- Chung-I Huang 林志興 葉奕成 曾建澔 林芳邦 (2017年10月)。基於影像辨識之遊客計數與資訊分析系統。TANET。本人為第一作者、通訊作者。
Academic Services:
- 2025 Industrial Chair, IEEE Conference on Advanced Video and Signal-Based Surveillance (AVSS )
- 2024-2025 國立清華大學 動力機械系 研究所課程 [機器學習與應用課程 Machine Learning and Applications]
- 2021 教育部AI技術及應用人才培育計畫 中小學推廣教育計畫 (共同主持人)
- 2020 LegalTech Hackathon, Special Award & Lawsnote Special Award
- 2018 靜宜大學 會計資訊系 人工智慧與應用課程
- 2017 全國大專校院開源軟體程式創意設計競賽, 最佳產學應用價值獎













