| Name | Huei-Fang Yang |
|---|---|
| Title | Associate Professor |
| Research Interests | Computer vision; deep learning; machine learning; artificial intelligence |
| Office | CM 4066 |
| Phone | 4716 |
| hfyang@mis.nsysu.edu.tw |
| Education | 2011, Ph.D., Computer Science and Engineering, Texas A&M University |
|---|---|
| Experience | 2023-02-01 ~ , National Sun Yat-sen University, Dept. Information Management, Associate Professor 2019-08-01 ~ 2023-01-31, National Sun Yat-sen University, Dept. Information Management, Assistant Professor 2018-02-01 ~ 2019-07-31, National University of Kaohsiung, Dept. Comp. Sci and Info. Eng., Assistant Professor |
| Category | Year | Title |
|---|---|---|
| Journal Article | 2022 | Huei-Fang Yang, Cheng-Hao Tu, and Chu-Song Chen (2022). Learning binary hash codes based on adaptable label representations. IEEE Transactions on Neural Networks and Learning Systems, 33(11), 6961-6975. (SCIE) |
| Journal Article | 2021 | Cheng-Hao Tu, Huei-Fang Yang, Shih-Min Yang, Mei-Chen Yeh, and Chu-Song Chen (2021). SemanticHash: Hash coding via semantics-guided label prototype learning. IEEE Transactions on Artificial Intelligence (TAI), 2(1), 42–57. (其他期刊) |
| Journal Article | 2020 | Huei-Fang Yang, Kevin Lin, Ting-Yen Chen, and Chu-Song Chen (2020). Cross-batch reference learning for deep retrieval. IEEE Transactions on Neural Networks and Learning Systems, 31(9), 3145-3158. (SCIE) |
| Journal Article | 2018 | Huei-Fang Yang, Ting-Yen Chen, Cheng-Hao Tu, and Chu-Song Chen (2018). Equivalent scanning network of unpadded CNNs. IEEE Signal Processing Letters (SPL), 25(10), 1590–1594. (SCIE) |
| Journal Article | 2018 | Huei-Fang Yang, Kevin Lin, and Chu-Song Chen (2018). Supervised learning of semantics-preserving hash via deep convolutional neural networks. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 40(2), 437–451. (SCIE) |
| Journal Article | 2018 | Huei-Fang Yang, Bo-Yao Lin, Kuang-Yu Chang, and Chu-Song Chen (2018). Joint estimation of age and expression by combining scattering and convolutional networks. ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 40(1), 9:1–9:18. (SCIE) |
| Conference Paper | 2023 | Tzu-Ting Chuang, Ting-Yun Wei, Yu-Hsing Hsieh, Chu-Song Chen, and Huei-Fang Yang (2023). Continual cell instance segmentation of microscopy images. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Greece. |
| Conference Paper | 2023 | Yu-Hsing Hsieh, Guan-Sheng Chen, Shun-Xian Cai, Ting-Yun Wei, Huei-Fang Yang, and Chu-Song Chen (2023). Class-incremental continual learning for instance segmentation with image-level weak supervision. IEEE/CVF International Conference on Computer Visio (ICCV), France. |
| Conference Paper | 2019 | Huei-Fang Yang, Cheng-Hao Tu, and Chu-Song Chen (2019). Adaptive labeling for hash code learning via neural networks. CVPR Workshop (CVPRW) on Compact and Efficient Feature Representation and Learning in Computer Vision (CEFRL), . |
| Conference Paper | 2019 | Huei-Fang Yang, Cheng-Hao Tu, and Chu-Song Chen (2019). Adaptive labeling for hash code learning via neural networks. IEEE International Conference on Image Processing (ICIP), . |
| Conference Paper | 2018 | Huei-Fang Yang, Cheng-Hao Tu, and Chu-Song Chen (2018). Supervised representation hash codes learning. International Computer Symposium (ICS), Taiwan. |
| Year | Title |
|---|---|
| 2023 | Leveraging Language for Image Retrieval. Ministry of Science and Techonology (112-2221-E-110-047-MY3) |
| 2020 | Deep binary representation learning for image retrieval: from supervised to semi-supervised, unsupervised and zero-shot learning. Ministry of Science and Techonology (109-2221-E-110-063-MY3) |
| 2019 | Style-aware fashion item recommendation. Ministry of Science and Technology (107-2218-E-110-020-MY2) |
| Year | Semester | Required / Selected | Department | Course Code | Course |
|---|---|---|---|---|---|
| 113 | 2 | Required | Department of Information Management | MIS205 | DATABASE MANAGEMENT |
| 113 | 2 | Required | Department of Information Management | MIS205 | DATABASE MANAGEMENT |
| 113 | 2 | Selected | Department of Information Management | MIS604A | SEMINAR |
| 113 | 2 | Selected | Department of Information Management | MIS604A | SEMINAR |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 113 | 1 | Required | Department of Information Management | MIS426 | MULTIMEDIA NETWORK PROJECT (II) |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 113 | 1 | Required | Department of Information Management | MIS426 | MULTIMEDIA NETWORK PROJECT (II) |
| 113 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 112 | 2 | Required | Department of Information Management | MIS205 | DATABASE MANAGEMENT |
| 112 | 2 | Required | Department of Information Management | MIS326 | MULTIMEDIA NETWORK PROJECT (I) |
| 112 | 2 | Selected | Department of Information Management | MIS604A | SEMINAR |
| 112 | 1 | Selected | Department of Information Management | MIS131 | INTRODUCTION TO COMPUTER SCIENCE PRACTICE |
| 112 | 1 | Required | Department of Information Management | MIS426 | MULTIMEDIA NETWORK PROJECT (II) |
| 112 | 1 | Required | Department of Information Management | MIS101 | BASIC COMPUTER CONCEPTS |
| 112 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| 111 | 2 | Required | Department of Information Management | MIS326 | MULTIMEDIA NETWORK PROJECT (I) |
| 111 | 2 | Required | Department of Information Management | MIS205 | DATABASE MANAGEMENT |
| 111 | 2 | Selected | Department of Information Management | MIS604A | SEMINAR |
| 111 | 1 | Required | Department of Information Management | MIS101 | BASIC COMPUTER CONCEPTS |
| 111 | 1 | Required | Department of Information Management | MIS426 | MULTIMEDIA NETWORK PROJECT (II) |
| 111 | 1 | Selected | Department of Information Management | MIS131 | INTRODUCTION TO COMPUTER SCIENCE PRACTICE |
| 111 | 1 | Selected | Department of Information Management | MIS583 | DEEP LEARNING |
| Year | Name | Degree | Title |
|---|---|---|---|
| 2023 | Li-Yu Cheng | Master | Driver Fatigue Detection Based on Deep Learning |
| 2023 | Chen-Kai Li | Master | Continual Semi-Supervised Instance Segmentation with Instance Replay and Dual Teachers |
| 2023 | Bo-Sen Yang | Master | Histopathology Tissue Semantic Segmentation Using Image-level Labels and Synthetic Images |
| 2021 | Jian-Jia Zeng | Master | Robotic Arm Control with Deep Reinforcement Learning- A Case Study of the Minimally Invasive Spine Surgery |
| 2021 | Sheng-Chi Weng | Master | Expression-Preserving Facial Style Transfer Based on Landmark Detection and Attention Module |
| 2021 | Tzu-Ting Chuang | Master | iMRCNN: An Incremental Instance Segmenter for Medical Images |
| Year | Title | Awarding Organization |
|---|---|---|
| 2021 | University New Faculty Incentives | National Sun Yat-sen University |
| 2020 | University New Faculty Incentives | National Sun Yat-sen University |
| 2020 | Sun Yat-sen Distinguished Junior Management Scholar | National Sun Yat-sen University, College of Management |
| 2019 | Academic Research Incentives | National Sun Yat-sen University |
| 2019 | University New Faculty Incentives | National Sun Yat-sen University |
| 2019 | Sun Yat-sen Distinguished Junior Management Scholar | National Sun Yat-sen University, College of Management |
| Period | Activity | Description | Role |
|---|---|---|---|
| 2021-06-08 ~ 2021-08-06 | 指引西灣未來之星：高中學生自主學習計畫診療室 | 協助高中生有效規劃自主學習計畫。擔任諮詢教師，協助檢視高中學生自主學習計畫並提供建議，藉此激發高中生內在學習動機。 | 諮詢教師 |
| 2022-10-17 ~ 2022-10-25 | 指引西灣未來之星：高中學生自主學習計畫診療室 | 協助高中生有效規劃自主學習計畫。擔任諮詢教師，協助檢視高中學生自主學習計畫並提供建議，藉此激發高中生內在學習動機。 | 諮詢教師 |