Chia-Ming Lee

Chia-Ming Lee

National Cheng Kung University (NCKU)

πŸ§β€β™‚οΈ Biography

I am currently a M.S. student with the Advanced Computer Vision Laboratory (ACVLAB) at the Institute of Data Science, National Cheng Kung University (NCKU), Tainan, Taiwan. I am a passionate computer vision and deep learning researcher. I am fortunate to be advised by and work with Prof. Chih-Chung Hsu (NCKU).

I received a B.S. degree at the Department of Statistics and Information Science, Fu Jen Catholic University (FJCU), Taiwan, in 2023. I was advised by Prof. Hao-Chiang Shao.

Find my resume here (last updated April 11, 2024).

My research interests include:

  • Image/Video Processing
  • Multi-Media Security
  • Multi-Modal Learning

I am also exploring other computer vision-related fields which are interested to me, such as Multi-Object Tracking, 3D-scene Reconstruction. I am actively seeking a collaboration.

In addition, I also enjoy fishing🐬, boxingπŸ₯Š, cooking🍲, baking🍞 and traveling🌐, welcome to talk about that with me if you have the same hobbyXD.

πŸ”₯ News

  • 2024/05/21: Β πŸŽ‰πŸŽ‰ Two paper are accepted by MIPR 2024 (Acceptance rate: 19.5%).
  • 2024/05/15: Β πŸŽ‰πŸŽ‰ I receive the 3rd place in SMP Challenge in ACMMM 2024!
  • 2024/04/11: Β πŸŽ‰πŸŽ‰ Two paper are accepted by CVPRW 2024, see you in Seattle!
  • 2024/03/23: Β πŸŽ‰πŸŽ‰ I receive the 3rd place in COVID-19 detection Challange, in conjuncted with CVPR 2024 (DEF-AI-MIA workshop).
  • 2024/03/13: Β πŸŽ‰πŸŽ‰ One paper is accepted by TGRS (IF: 8.2, Rank 29/1409=2% in Electrical and Electronic Engineering).
  • 2024/03/06: Β πŸŽ‰πŸŽ‰ I receive the 2nd Position in the Auto-WCEBleedGen Challenge Version V2, in conjunted with ICIP 2024.
  • 2023/11/25: Β πŸŽ‰πŸŽ‰ I receive the Gold Medal Award in SAS Hackthon 2023.
  • 2023/11/23: Β πŸŽ‰πŸŽ‰ I am the Ministry of Education Presidential Education Award (ηΈ½η΅±ζ•™θ‚²ηŽ) Candicate in NCKU.
  • 2023/10/31: Β πŸŽ‰πŸŽ‰ I receive the Top Paper Award in ACMMM 2023 (Social Media Prediction Challenge).
  • 2023/10/17: Β πŸŽ‰πŸŽ‰ One paper is accepted by MMAsia 2023.
  • 2023/10/2: Β πŸŽ‰πŸŽ‰ I receive the Jury Prize in ICCV 2023 (Visual Inducitve Priors Workshop).
  • 2023/8/1: Β πŸŽ‰πŸŽ‰ Two paper are accepted by CVGIP 2023.
  • 2023/7/13: Β πŸŽ‰πŸŽ‰ One paper is accepted by ACMMM 2023.
  • 2023/4/15: Β πŸŽ‰πŸŽ‰ One paper is accepted by ICASSP 2023.

πŸ“ Selected Publications

Submitted to TGRS2024
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CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion

Submitted to IEEE Transactions on Geoscience and Remote Sensing

Chih-Chung Hsu, Chih-Chien Ni, Chia-Ming Lee, Li-Wei Kang

Keywords

  • Knowledge Distillation
  • Hyperspectral Image Fusion
  • Image Pan-sharping
Submitted to TPAMI2024
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GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection

Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence

Chih-Chung Hsu, Shao-Ning Chen, Mei-Hsuan Wu, Yi-Fang Wang, Chia-Ming Lee, Yi-Shiuan Chou

Keywords

  • Adversarial Attack
  • Robust DeepFake Detection
  • Graph Convolution Network
  • Forgery Detection
CVPRW2024
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DRCT: Saving Image Super-Resolution away from Information Bottleneck

IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR2024), New Trends in Image Restoration and Enhancement (NTIRE) Workshop

Chih-Chung Hsu, Chia-Ming Lee, Yi-Shiuan Chou

Keywords

ICIP2024
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Divide and Conquer: Grounding the Bleeding Areas with Two-Stage Model

IEEE International Conference on Image Processing (ICIP2024)

Chih-Chung Hsu, Yu-Fan Lin, Chia-Ming Lee, Bo-Cheng Chiu

Keywords

  • Multi-task Learning
  • Medical Image
    Github
CVPRW2024
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A Closer Look at Spatial-Slice Features for COVID-19 Detection

IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR2024), Domain adaptation, Explainability, Fairness in AI for Medical Image Analysis (DEF-AI-MIA) Workshop

Chih-Chung Hsu, Chia-Ming Lee, Yang Fan Chiang, Yi-Shiuan Chou, Chih-Yu Jiang, Shen-Chieh Tai, Chi-Han Tsai

Keywords

Submitted to CVPRW
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Progressive Alignment with VLM-LLM Feature to Augment Defect Classification for the ASE Dataset

Submitted to IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR2024), Multimodal Learning and Applications (MLA) Workshop

Chih-Chung Hsu, Chia-Ming Lee

Keywords

  • Feature Alignment
  • Vision-Language Model
  • Large-Lauguage Model
  • Defect Classification
TGRS2024
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Real-Time Compressed Sensing for Joint Hyperspectral Image Transmission and Restoration for CubeSat

IEEE Transactions on Geoscience and Remote Sensing (IF: 8.2, Rank 29/1409=2% in Electrical and Electronic Engineering)

Chih-Chung Hsu, Chih-Yu Jian, Eng-Shen Tu, Chia-Ming Lee and Guan-Lin Chen

Keywords

  • Hypersepctral Image
  • Compression and Sensing

  • Image Restoration

    IEEE Xplore
ICCVW2023
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MISS: Memory-efficient Instance Segmentation Framework By Visual Inductive Priors Flow Propagation

IEEE/CVF International Conference on Computer Vision (ICCV2023), Visual Inductive Priors for Data-Efficient Deep Learning Workshop

Chih-Chung Hsu, Chia-Ming Lee

Keywords

  • 2D-Instance Segmentation
  • Data-Efficient Learning
  • Visual Inductive Priors
  • Domain Adaptation
MMAsia2023
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Adapting Object Detection to Fisheye Cameras: A Knowledge Distillation with Semi-Pseudo-Label Approach

ACM International Conference on Multimedia at Asia, Tainan, Taiwan

Chih-Chung Hsu, Wen-Hai Tseng, Ming-Husan Wu, Chia-Ming Lee and Wei-Hao Huang

Keywords

  • Knowledge Distillation
  • Autonomous Driving
  • 2D-Object Detection
ACMMM2023
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Gradient Boost Tree Network based on Extensive Feature Analysis for Popularity Prediction of Social Posts

ACM International Conference on Multimedia (ACMMM2023), Ottawa, Canada

Chih-Chung Hsu, Chia-Ming Lee, Xiu-Yu Hou and Chi-Han Tsai

Keywords

  • Mulit-Modality Learning
  • Social Media Forecasting
  • Time-Series Data processing
ICASSP2023
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Bag of Tricks of Hybrid Network for Covid-19 Detection of CT Scans

IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP2023), Rhodes Island, Greece

Chih-Chung Hsu, Chih-Yu Jian, Chia-Ming Lee, Chi-Han Tsai, Shen-Chieh Tai

Keywords

  • Image Processing
  • COVID-19 Detection
  • Medical Image

πŸŽ– Honors and Awards

  • 2024.05: 3rd place, Socia Media Popularity Prediction Challenge, ACM International Conference on Multimedia (ACMMM).
  • 2024.03: 9th place (9/288), AI City Challenge Track 4: Road Object Detection in Fish-Eye Cameras, IEEE Computer Vision & Pattern Recognition (CVPR).
  • 2024.03: 6th place (6/195), NTIRE 2024 Image Super-Resolution (x4), IEEE Computer Vision & Pattern Recognition (CVPR).
  • 2024.03: 3rd place (3/21), COVID-19 Detection Challange, Domain adaptation, Explainability and Fairness in AI for Medical Image Analysis, IEEE Computer Vision & Pattern Recognition (CVPR).
  • 2024.03: 2nd place (2/1200+), Auto-WCEBleedGen Challenge Version V2, IEEE International Conference on Image Processing (ICIP).
  • 2024.01: (?/8) Ministry of Education Presidential Education Award Candicate in NCKU.
  • 2024.01: 6th place (6/195), SeaDroneSee Multi-Object Tracking and Re-Identification Challenge, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Workshop on Maritime Computer Vision (MaCVi).
  • 2023.12: 2nd place (2/129), Embedded AI Object Detection Model Design, PAIR-LITEON Competition, ACM International Conference on Multimedia Asia (MMAsia).
  • 2023.11: Gold Medal Award (1/150+), SAS Hackathon, [Reported by 6+ domsetic media].
  • 2023.10: Top Paper Award (3/700+) , Socia Media Popularity Prediction Challenge, ACM International Conference on Multimedia (ACMMM).
  • 2023.10: Jury Prize (1/176), Visual Inductive Priors Workshop on Instance Segmentation Challenge, IEEE/CVF International Conference on Computer Vision (ICCV).
  • 2023.06: Winner (1/18), COV19 Detection Challenge, AI-enabled Medical Image Analysis Workshop in IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP).
  • 2023.06: The Highest Prize (1/96), International Competition Scholarship, Fu Jen Catholic University.
  • 2021.09: Zhang Wang Wei Foundation Scholarship, Fu Jen Catholic University.

πŸ’Ό Projects

  • 2024.4~: Cybersecurity in distributed computing for remote sensing, NVIDIA Taiwan Research.
  • 2024.4~: AI Enhancing Substrate Manufacturing Yield with Optimized Process Factors, Corporate R&D, Advanced Semiconductor Engineering Group (ASE).
  • 2023.2~2024.1 :Substrate Drilling Scatter Plot Defect Detection, Corporate R&D, Advanced Semiconductor Engineering Group (ASE).
  • 2022.6~2022.12: A Large Scale Whitebait Dataset for Long-tailed Distribution Image Classification and Domain Adaptation, Department of Statistic and Information Science, Fu Jen Catholic University. (Joint-project with Institute of Fisheries Science, National Taiwan University)

πŸ“– Educations

  • 2023.09 - (now), M.S. National Cheng Kung University (NCKU), the Institute of Data Science, Taiwan.
  • 2019.09 - 2023.06, B.S. Fu Jen Catholic University (FJCU), the Department of Statistics and Information Science, Taiwan.

πŸ’Ό Academic Services

  • 2024.05, Experiences on Competitions and Challenges in International Conference, National Taiwan University of Science and Technology (NTUST)

  • Conference paper Reviewer, CVPR2024

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