๐งโโ๏ธ Biography
Hello, My name is Yu-Fan (Van) Lin. I am a masterโs student with the Advanced Computer Vision Laboratory (ACVLAB) at the Institute of Data Science, National Cheng Kung University (NCKU), Tainan, Taiwan. I actively participate in various competitions and research projects as part of the ACVLAB team.
Previously, I earned my bachelorโs degree from the Department of Applied Mathematics at National Chung Hsing University (NCHU), where I engaged in multiple projects during my undergraduate studies. You can find my resume here (last updated June 22, 2025).
My primary research interests include:
- Multimodal Learning
- Image/Video Processing
I am also enthusiastic about exploring other cutting-edge fields in artificial intelligence and data science. I actively seek opportunities for collaborationโletโs connect and share ideas to push boundaries together!
๐ฅ News
- 2025/07/24: ย ๐๐ One paper is accepted by ICCVW 2025. See you in Honolulu, Hawaii!
- 2025/07/19: ย ๐๐ Three paper is accepted by ACMMM 2025. See you in Dublin, Ireland!
- 2025/07/15: ย ๐๐ I receive the 1st performance in ACMMM 2025, SoccerTrack Challenge@MMSports. See you in Dublin, Ireland!
- 2025/07/06: ย ๐๐ I receive the 1st performance in ICCV 2025, Multi-source COV19 Detection Challenge. See you in Honolulu, Hawaii!
- 2025/07/05: ย ๐๐ One paper is accepted by ACMMM 2025, see you in Dublin, Ireland!
- 2025/06/09: ย ๐๐ I received 1st place in the ICRA 2025 TreeScope Tree Diameter Estimation Challenge!
- 2025/03/24: ย ๐๐ I received 3rd place in the CVPR 2025 NTIRE Workshop โ Image Shadow Removal Challenge. See you in Nashville!
- 2025/03/24: ย ๐๐ I received 6th place in the CVPR 2025 NTIRE Workshop โ Image Reflection Removal Challenge.
- 2025/03/15: ย ๐๐ Two paper are accepted by IGARSS 2025, see you in Brisbane!
- 2025/01/21: ย ๐๐ One paper is accepted by ICCT-Pacific 2025.
- 2024/12/10: ย ๐๐ I received the 8th Foxconn Scholarship!
- 2024/12/02: ย ๐๐ I received the Scholarship Nan Shan Life Insurance Company!
- 2024/07/21: ย ๐๐ I received the 1st performance in ICPR 2024 (Beyond Visible Spectrum: AI for Agriculture)!
- 2024/06/06: ย ๐๐ I received the Top Performance Award in ACMMM 2024 (Social Media Prediction Challenge)!
- 2024/05/15: ย ๐๐ I received the 3rd place in SMP Challenge in ACMMM 2024!
- 2024/03/06: ย ๐๐ I received the 2nd Position in the Auto-WCEBleedGen Challenge Version V2, in conjunted with ICIP 2024!
- 2021/10/22: ย ๐๐ I received the 2nd place in the Second XRun! Motion Sensing Technology Innovation Competition!
- 2021/08/19: ย ๐๐ I received the Titanium Medal Award in Green Idea Invention and Design Fair(best 10% teams)!
- 2020/12/26: ย ๐๐ I received the 4th Foxconn Scholarship as one of only 30 recipients in Taiwan!
- 2018/06/02: ย ๐๐ I received the 1st place in the Asian Robotic Athletic Competition!
๐ Selected Publications
DenseSR: Image Shadow Removal as Dense Prediction
Yu-Fan Lin, Chia-Ming Lee, Chih-Chung Hsu
Keywords
- Single Image Shadow Removal
SSCNet: Factorized Spatial-Spectral Correlation for Efficient Hyperspectral Image Fusion
Chia-Ming Lee, Yo-Hao Ho, Yu-Fan Lin, Li-Wei Kang Chih-Chung Hsu
Keywords
- Efficient Hyperspectral Image Pansharpening
S$^3$RNet: Sparse Spatial-Spectral Representation with Hybrid Knowledge Distillation for Efficient Hyperspectral Image Pansharpening
Chih-Chung Hsu, Chia-Ming Lee, Yu-Fan Lin, Li-Wei Kang
Keywords
- Efficient Hyperspectral Image Pansharpening
- Robustness and Sparse Representation
- Network Compression and Knowledge Distillation
Robust Hyperspectral Image Panshapring via Sparse Spatial-Spectral Representation
Chia-Ming Lee, Yu-Fan Lin, Li-Wei Kang, Chih-Chung Hsu
Keywords
- Hyperspectral Image Fusion
- Sparse Representation
PromptHSI: Universal Hyperspectral Image Restoration Framework for Composite Degradation
Chia-Ming Lee, Ching-Heng Cheng, Yu-Fan Lin, Yi-Ching Cheng, Wo-Ting Liao, Chih-Chung Hsu, Fu-En Yang, Yu-Chiang Frank Wang
Keywords
- Hyperspectral Image Restoration
- All-in-One Image Restoration
- Text-Prompt Learning
AuroraHSI: Degradation-agnostic Hyperspectral Image Fusion Transformer via Mask-guided Information Sharing and Compensation
Chia-Ming Lee, Cheng-Jun Kang, Ching-Heng Cheng, Yu-Fan Lin, Yi-Shiuan Chou, Chih-Chung Hsu, Fu-En Yang, Yu-Chiang Frank Wang
Keywords
- Hyperspectral Image Restoration
- Robust Hyperspectral Image Fusion
- Graph Neural Network
โ>
Revisiting CLIP-Features for Learning Multi-Modal Representations from Social Posts
ACM International Conference on Multimedia (ACMMM2024)
Chih-Chung Hsu, Chia-Ming Lee, Yu-Fan Lin, Yi-Shiuan Chou, Chih-Yu Jiang, Chi-Han Tsai
Keywords
- Vision-Language Model
- Social Media Analysis
๐จ Projects
Developing an Automatic Prohibited Items Detection Model for Airport Luggage X ray Images Based on the Integration of Convolutional Neural Networks and Visual Transformers
Yu-Fan Lin
Keywords
- Deformable convolutions
- Contraband
Human Factors Biomedical System for Shooting Training
Yu-Fan Lin
Keywords
- System integration
- Microcontroller
- Shooting analysis
๐ Honors and Awards
- 2025.07: Winner, SoccerTrack Challenge, Multimedia Content Analysis in Sports, ACM International Conference on Multimedia (ACMMM).
- 2025.07: Winner, Multi-Source Covid-19 Detection Challenge, International Conference on Computer Vision (ICCV).
- 2025.06: Winner, TreeScope Tree Diameter Estimation Challenge, IEEE International Conference on Robotics and Automation (ICRA).
- 2025.03: 3rd place (3/306, 0.9%), NTIRE 2025 Single Image Shadow Removal Challenge, IEEE/CVF Computer Vision & Pattern Recognition (CVPR).
- 2025.03: 6rd place (6/244, 2.4%), NTIRE 2025 Single Image Reflection Removal in the Wild Challenge, IEEE/CVF Computer Vision & Pattern Recognition (CVPR).
- 2024.12: 8th Foxconn Scholarship recipient.
- 2024.12: Nan Shan Life Insurance Company Scholarship.
- 2024.07: Winner, Beyond Visible Spectrum: AI for Agriculture Challenge, International Conference on Pattern Recognition (ICPR).
- 2024.05: Top Performance Award, Socia Media Popularity Prediction Challenge, ACM International Conference on Multimedia (ACMMM).
- 2024.03: Runner-up (2/1200+), Auto-WCEBleedGen Challenge Version V2, IEEE International Conference on Image Processing (ICIP).
- 2024.03: Presidential Award, Department of Applied Mathematics (Data Science and Computing Program), National Chung Hsing University.
- 2023.10: Presidential Award, Department of Applied Mathematics (Data Science and Computing Program), National Chung Hsing University.
- 2021.10: Runner-up (2/30+), Second XRun! Motion Sensing Technology Innovation Competition.
- 2021.08: Titanium Medal Award (Top 10%), Green Idea Invention and Design Fair.
- 2020.12: 4th Foxconn Scholarship recipient.
- 2018.06: Winner (1/1500+), Asian Robotic Athletic Competition.
๐ผ Projects
- 2024.7~: Brake system Defect Detection, Taiwan High Speed Rail.
- 2024.4~: Cybersecurity in distributed computing for remote sensing, NVIDIA Taiwan Research.
- 2024.3~2025.4: Scenario understanding and augmented intelligence, Industrial Technology Research Institute (ITRI).
- 2023.2~2024.3: Developing an Automatic Prohibited Items Detection Model for Airport Luggage X ray Images Based on the Integration of Convolutional Neural Networks and Visual Transformers, National Science and Technology Council (NSTC).
- 2023.2~2024.3: Plant Disease Analysis System, National Chung Hsing University. (Joint-project with Institute of Agronomy, National Chung Hsing University)
๐ Educations
- 2024.07 - (Now), M.S. National Cheng Kung University (NCKU), the Institute of Data Science, Taiwan.
- 2022.02 - 2024.06, B.S. National Chung Hsing University (NCHU), the Deparement of Applied Mathematics, Taiwan.
- 2020.09 - 2022.02, B.S. National Kaohsiung University of Science and Technology (NKUST), the Department of Telecommunication Engineering, Taiwan.
๐ผ Academic Services
- ๐ Reviewer
- International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI)