註：碩士班新生若要詢問指導事宜，來信請檢附個人簡歷(如畢業學校、成績單、專題等)
Research interests
圖形識別、電腦視覺、深度學習、學習分析、學習科技
Pattern recognition, computer vision, deep learning, learning technology
Miscellaneous
2024 guest editor of special issue "Develop, Educate and Communicate Sustainability Through STEM Education and Beyond: Challenges and Opportunities" on Sustainability (SCIE, rank Q2, impact factor: 3.3)
2024 第37屆電腦視覺、圖學暨影像處理研討會(CVGIP2024)佳作論文獎 網頁連結
2024 教育部中小學校人工智慧教育計畫輔導教授
2024 guest editor of special issue "Deep Learning-Based Image and Signal Sensing and Processing, 2nd edition" on Sensors (SCIE, rank Q2, impact factor: 3.4)
2024 國科會大專學生研究計畫指導教授(2件)
2023 第36屆電腦視覺、圖學暨影像處理研討會(CVGIP2023)佳作論文獎
2023 教育部中小學校人工智慧教育計畫輔導教授
2023 Asia Pacific Signal and Information Processing Association (APSIPA) Annual Summit and Conference Area Chair
2023 中原大學校級教學特優教師
2023 國科會大專學生研究計畫指導教授(2件)
2023 教育部人工智慧技術及應用人才培育計畫推動之「人工智慧高中進階人才培育」分項之輔導導師
2023 教育部人工智慧「無人機飛行載具之智慧計數競賽」佳作
2023 guest editor of special issue "Deep Learning-Based Image and Signal Sensing and Processing" on Sensors (SCIE, rank Q2, impact factor: 3.847)
2022 全國大專校院「智慧創新暨跨域整合創作競賽」體感互動科技組佳作
2022 全國開放教育優良課程徵選之優選課程(Moocs或微學分組) 網頁連結
2022 教育部補助中小學校人工智慧教育計畫輔導教授
2022 科技部大專學生研究計畫指導教授(2件)
2022 中原大學電機資訊學院教學特優教師
2022 中原大學電機資訊學院優良導師
2022 教育部人工智慧技術及應用人才培育計畫推動之「人工智慧高中進階人才培育」分項之輔導導師
2022 5th Eurasian Conference on Educational Innovation (ECEI 2022) best conference paper award
2021 leading guest editor of special issue "applied deep learning and multimedia electronics" on Electronics (SCIE, rank Q2, impact factor: 2.690)
2021 教育部補助中小學校人工智慧教育計畫輔導教授
2021 大專生科技部計畫指導教授(2件)
2021 4th Eurasian Conference on Educational Innovation (ECEI 2021) best conference paper award
2021 English OK 中學英閱誌專訪「大學先修課程人工智慧導論」 文章連結
2020 科技部大專學生研究計畫指導教授(1件)
2019 富比庫校園達人秀第三名 媒體報導
2019 中原大學教學評量優良教師
NVIDIA DLI university ambassador
ROS+AI 課程授課教師 媒體報導
Education
國立中央大學資訊工程學系博士
Doctor of Philosophy, Department of Computer Science and Information Engineering, National Central University
國立中央大學資訊工程學系學士
Bachelor of Science, Department of Computer Science and Information Engineering, National Central University
Experiences
Professor, Chung Yuan Christian University
Director, Center of Institutional Research and Accreditation, Chung Yuan Christian University
Associate professor, Chung Yuan Christian University
Senior software engineer, OwlTing group
Principle Engineer, Institute for Information Industry
Associate professor, Vanung University
Assistant professor, Vanung University
Publications
Lu, C.-H.; Chung, Y.-H.; Cho, J.-H.; Yu, C.-C. Utilizing Cross Layer Attentions for Semantic Segmentation of Small Objects. accepted and will be presented in the Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), Macau, China, Dec., 2024.
Yu, C.-C.; Chen, Y.-D.; Cheng, H.-Y.; Jiang, C.-L. Semantic Segmentation of Satellite Images for Landslide Detection Using Foreground-Aware and Multi-Scale Convolutional Attention Mechanism. Sensors 2024, 24, 6539. https://doi.org/10.3390/s24206539 (SCIE)
Chung, Y.-H.; Yu, C.-C.; Lu, C.-H.; Cho, J.-H. Cross Layer Attention: A Plug-in Module for Small-Object Semantic Segmentation. In proceedings of the 37th IPPR Conference on Computer Vision, Graphics, and Image Processing (CVGIP), August, 2024 (Honorable Mention Award)
Lee, P. -Y.; Tsai, S.-D.; Jian, L.-X.; Yu, C.-C. An Exploratory Study of using Slope Feature and Weakly-supervised Semantic Segmentation for Landslide Discovery in Taiwan. Presented in the 8th International Conference on Imaging, Signal Processing and Communications. Fukuoka, Japan, July, 2024.
Hsu, Y.-H.; Yu, C.-C.; Cheng, H.-Y. Enhancing Badminton Game Analysis: An Approach to Shot Refinement via a Fusion of Shuttlecock Tracking and Hit Detection from Monocular Camera. Sensors 2024, 24, 4372. https://doi.org/10.3390/s24134372 (SCIE)
Cheng, H.-Y.; Yu, C.-C. Solar Power Generation Forecast Using Multivariate Convolution Gated Recurrent Unit Network. Energies 2024, 17, 3073. https://doi.org/10.3390/en17133073 (SCIE)
Yu, C.-C.; Chen, T.-Y.; Hsu, C.-W.; Cheng, H.-Y. Incremental Scene Classification Using Dual Knowledge Distillation and Classifier Discrepancy on Natural and Remote Sensing Images. Electronics 2024, 13, 583. https://doi.org/10.3390/electronics13030583 (SCIE)
Cheng, H.-Y.; Yu, C.-C.; Li, C. Separable ConvNet Spatiotemporal Mixer for Action Recognition. Electronics 2024, 13, 496. https://doi.org/10.3390/electronics13030496 (SCIE)
Chen, Y.-C.; Yu, C.-C.; Wu, L.-Y. An Investigation into the Impact of COVID-19 on Student Learning Performance: A Comparative Study of Pre and Post-Pandemic Cohorts, 2015-2023. Presented in the 7th Eurasian Conference on Educational Innovation 2024, Jan 26-28, 2024.
Yu, C.-C.; Wu, L.-Y. Instructing with Cognitive Apprenticeship Programming Learning System (CAPLS) for novice computer science college freshmen: An exploration study. Educational Technology & Society 2024, 27, 2, 183-196. (SSCI). https://doi.org/10.30191/ETS.202404_27(2).RP07
Yang, S.-Y.; Cheng, H.-Y.; Yu, C.-C. Real-Time Object Detection and Tracking for Unmanned Aerial Vehicles Based on Convolutional Neural Networks. Electronics 2023, 12, 4928. (SCIE) https://doi.org/10.3390/electronics12244928
Yu, C.-C.; Huang, Z.-H.; Cheng, H.-Y. In-Air Handwriting for Chinese Character Recognition from Monocular Camera: A Deep Learning Based Approach with Fingertip Detection and Virtual Strokes Elimination. In proceedings of the Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), Taipei, Taiwan, Nov., 2023
Hsu, Y.-H.; Yu, C.-C. Sport Analytics in Badminton Games: An approach of Using Human Pose Estimation and Shuttlecock Tracking. In proceedings of the 36th IPPR Conference on Computer Vision, Graphics, and Image Processing (CVGIP), August, 2023 (Honorable Mention Award)
Yu, C.-C; Chen, T.-Y; Cheng, H.-Y. Incremented Scene Classification On Satellite Imagery Using Feature Map Distillation And Classifier Discrepancy. In proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Los Angles, USA, July, 2023. https://doi.org/10.1109/IGARSS52108.2023.10283398
Cheng, H.-Y; Yu, C.-C. Improved Two-stage Image Inpainting with Perceptual Color Loss and Modified Region Normalization. Machine Vision and Applications, 2022, 33, 9. https://doi.org/10.1007/s00138-022-01344-4 (SCIE)
Yu, C.-C; Wang P.-H; Cheng H.-Y. Anomaly Detection in Aerial Images via Semi-supervised Adversarial Network. In proceedings of IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Kuala Lumpur, Malaysia, July, 2022. https://doi.org/10.1109/IGARSS46834.2022.9884118
Yu, C.-C; Chang C.-C; Cheng H.-Y. Decide the Next Pitch: A Pitch Prediction Model Using Attention-based LSTM. In the third ICME Workshop on Artificial Intelligence in Sports. Taipei, Taiwan, July, 2022.
Cheng, H.-Y.; Yu, C.-C. Scene Classification, Data Cleaning, and Comment Summarization for Large-Scale Location Databases. Electronics 2022, 11, 1947. (SCIE) https://doi.org/10.3390/electronics11131947
Cheng, H.-Y.; Yu, C.-C; Lin, C.-L. Generating Dance Videos using Pose Transfer Generative Adversarial Network with Multiple Scale Region Extractor and Learnable Region Normalization. IEEE Multimedia 2022, 29(1), 47-54. https://doi.org/10.1109/MMUL.2021.3113312 (SCI)
Yu, C.-C.; Wu, L.-Y. Early Warning System for Online STEM Learning—A Slimmer Approach Using Recurrent Neural Networks. Sustainability 2021, 13(22), 12461. https://doi.org/10.3390/su132212461 (SCIE, SSCI)
Cheng, H.-Y.; Yu, C.-C; Lin, C.-L. Day-ahead to week-ahead solar irradiance prediction using convolutional long short-term memory networks. Renewable Energy 2021, 179, 2300-2308. https://doi.org/10.1016/j.renene.2021.08.038 (SCIE)
Cheng, H.-Y.; Yu, C.-C. Generating Scenery Images with Larger Variety According to User Descriptions. Applied Sciences. 2021, 11, 10224. https://doi.org/10.3390/app112110224 (SCIE)
Cheng, H.-Y.; Yu, C.-C. Automatic Data Cleaning System for Large-Scale Location Image Databases using a Multilevel Extractor and Multiresolution Dissimilarity Calculation. IEEE Intelligent Systems 2021, 36, 49-56. https://doi.org/10.1109/MIS.2020.3021704 (SCIE)
Lin, C.-H.; Yu, C.-C.; Shih, P.-K.; Wu, L.-Y. STEM-based Artificial Intelligence Learning in General Education for Non-Engineering Undergraduate Students. Educational Technology & Society 2021, 24(3), 224-237. (SSCI)
Shih, P.-K.; Lin, C.-H.; Wu, L.-Y.; Yu, C.-C. Learning Ethics in AI—Teaching Non-Engineering Undergraduates through Situated Learning. Sustainability 2021, 13(7), 3718. https://doi.org/10.3390/su13073718 (SCIE, SSCI)
Cheng, H.-Y.; Yu, C.-C. Low-resource automatic cartoon image creation from limited samples. Journal of Visual Communication and Image Representation 2020, 71, 102863. https://doi.org/10.1016/j.jvcir.2020.102863 (SCIE)
Cheng, H.-Y.; Yu, C.-C.; Hsu, K.-C.; Chan, C.-C.; Tseng, M.-H.; Lin, C.-L. Estimating Solar Irradiance on Tilted Surface with Arbitrary Orientations and Tilt Angles. Energies 2019, 12, 1427-1441. (SCIE)
Cheng, H.-Y.; Yu, C.-C.; Lin, C.-L.; Shih, H.-C.; Kuo, C.-W. Ego-Lane Position Identification with Event Warning Applications. IEEE Access 2019, 7 , 14378-14386. (SCIE)
Chen Y.-N.; Chuang C.-H.; Lee H.-M.; Yu, C.-C.; Fan, K.-C. Fall detection in dusky environment. EURASIP Journal on Image and Video Processing 2016, 16. (SCIE)
Cheng, H.-Y.; Yu, C.-C. Multi-Model Solar Irradiance Prediction Based on Automatic Cloud Classification. Energy 2015, 91 , 579-587. (SCIE)
Yu, C.-C.; Cheng, H.-Y.; Jian Y.-F. Rain-drop Tampered Scene Detection and Traffic Flow Estimation for Nighttime Traffic Surveillance. IEEE Trans. on Intelligent Transportation Systems 2015, 16, 1518-1527. (SCIE)
Cheng, H.-Y.; Yu, C.-C. Block Based Cloud Classification with Statistical Features and Distribution of Local Texture Features. Atmospheric Measurement Techniques 2015, 8, 1173-1182. (SCIE)
Yu, C.-C.; Cheng, H.-Y.; Fan, K.-C. A Gait Classification System using Optical Flow Features. Journal of Information Science and Engineering 2014, 30, 179-193. (SCIE)
Yu, C.-C.; Cheng, H.-Y.; Lee, C.-C. Mixture models with skin and shadow probabilities for fingertip input applications. Journal of Visual Communication and Image Representation 2013, 24, 819-828. (SCIE)
Yu, C.-C.; Cheng, H.-Y.; Lin, C.-L.; Lee, C.-C.; Hong, W.-T.; Thomas C. Chuang. Video-based Chinese Input System via Fingertip Tracking. International Journal of Advanced Robotic Systems 2012, 32, 20-31. (SCIE)