🧍‍♂️ Biography

Hello, My name is Yu-Fan (Van) Lin. I am a master’s 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 bachelor’s 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 May 22, 2024). Currently, my research focuses on deep learning.

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 collaboration—let’s connect and share ideas to push boundaries together!

🔥 News

• 2025/03/24:  🎉🎉 I achieved 3rd place in the CVPR 2025 NTIRE Workshop – Image Shadow Removal Challenge. See you in Nashville!
• 2025/03/24:  🎉🎉 I achieved 6th place in the CVPR 2025 NTIRE Workshop – Image Reflection Removal Challenge.
• 2025/03/15:  🎉🎉 Two paper are accepted by IGARSS 2025, see you in Brisbane!
• 2025/01/21:  🎉🎉 One paper is accepted by ICCT-Pacific 2025.
• 2024/12/10:  🎉🎉 I received the 8th Foxconn Scholarship!
• 2024/12/02:  🎉🎉 I received the Scholarship Nan Shan Life Insurance Company!
• 2024/07/21:  🎉🎉 I received the 1st performance in ICPR 2024 (Beyond Visible Spectrum: AI for Agriculture)!
• 2024/06/06:  🎉🎉 I received the Top Performance Award in ACMMM 2024 (Social Media Prediction Challenge)!
• 2024/05/15:  🎉🎉 I received the 3rd place in SMP Challenge in ACMMM 2024!
• 2024/03/06:  🎉🎉 I received the 2nd Position in the Auto-WCEBleedGen Challenge Version V2, in conjunted with ICIP 2024!
• 2021/10/22:  🎉🎉 I received the 2nd place in the Second XRun! Motion Sensing Technology Innovation Competition!
• 2021/08/19:  🎉🎉 I received the Titanium Medal Award in Green Idea Invention and Design Fair(best 10% teams)!
• 2020/12/26:  🎉🎉 I received the 4th Foxconn Scholarship as one of only 30 recipients in Taiwan!
• 2018/06/02:  🎉🎉 I received the 1st place in the Asian Robotic Athletic Competition!

📝 Selected Publications

IGARSS25

Robust Hyperspectral Image Panshapring via Sparse Spatial-Spectral Representation

Chia-Ming Lee, Yu-Fan Lin, Li-Wei Kang, Li-Wei Kang, Chih-Chung Hsu

Keywords

• Hyperspectral Image Fusion
• Sparse Representation

IGARSS25

HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion

Chia-Ming Lee, Yu-Fan Lin, Yu-Hao Ho, Li-Wei Kang, Chih-Chung Hsu

Keywords

• Hyperspectral Image Fusion
• Data Efficiency
• Reception Field

Submitted to ICCV25

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

arXiv

Submitted to ICCV25

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

ACMMM2024

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

arXiv

🔨 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

🎖 Honors and Awards

• 2025.03: Winner (3/306), NTIRE 2025 Single Image Shadow Removal Challenge, IEEE/CVF Computer Vision & Pattern Recognition (CVPR).
• 2025.03: Winner (6/244), 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).
• 2024.05: 3rd place, 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.

💼 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~: 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)

📖 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.

💼 Academic Services

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