面對不同亮度場景的動態照明影像增強
Research Project
Journal Article (SIViP), Conference Article (CVGIP'24)
NSTC-Research Project: 先進駕駛輔助系統中動態照明影像增強的輕量級多任務學習 (Grant NSTC 113-2221-E-033-055)
focus on Multi-task Learning and Explainable Factor Control
Undergraduate Project (work with undergraduate students)
focus on Scene Analysis
NSTC Research Grant for University Student: 在亮度時變場景中安全駕駛的影像增強 (Grant NSTC 113-2813-C-033-016-E)
Keywords: Dynamic Illuminance Adjustment, Low-Light Image Enhancement, Exposure Correction, Multi-task Learning, Scene Analysis, Explainable AI
2023-2024
基於深度學習的輕量級影像增強方法
Research Project
Journal Article (Under Review, ArXiv), Conference Poster (IEEE ICCE-TW'24), Manuscript (ArXiv),
Keywords: Low-Light Image Enhancement, Exposure Correction, lightweight deep learning, knowledge distillation, Explainable AI
2023-2024
邊緣運算AI的影像增強應用
Side Project of "A Lightweight Deep Learning Approach for Image Enhancement"
IOS (GitHub),
Jetson Nano (GitHub),
Neural Compute Stick 2 (NCS2) (GitHub)
Keywords: Image Enhancement, IOS development, EdgeAI Application, NVIDIA® Jetson Nano, Intel® Neural Compute Stick 2
2023-2024
用於生成不同天氣影像的端到端深度學習生成網路
Master's Thesis
碩士論文 (Chinese)
Keywords: Weather Image Generation, Weakly Supervised Learning, Fog, Precipitation, Triplet Content Loss
2022-2023
一個結合臉型分類、換臉和染髮影像處理技術的髮型推薦系統
Undergraduate Project (work with undergraduate students)
Conference Article (IPPR CVGIP'23)
1st place in CYCU EL undergraduate project competition 2023
Keywords: Hairstyle Recommendation, Face Shape Classification, Face Swapping, Hair Dyeing
2020, 2022-2023
除霧與超解析度的串接模型與共同訓練的效益探討以及在物件辨識上之應用
Undergraduate Project (work with undergraduate students)
Conference Article (IEEE IS3C'23, Best Paper Award, Grant MOST 111-2221-E-033-040)
NSTC Research Grant for University Student: 圖像除霧與超解析度模型的共同訓練效益探討以及在物件辨識上之應用 (Grant NSTC 112-2813-C-033-009-E)
Keywords: Image Dehazing, Super-Resolution, Advanced Driver Assistance Systems, Computational Requirement
2022-2023
以超解析度技術提升無人機載具空拍影像解析度
Undergraduate Project (work with undergraduate students)
Subproject of NSTC-Research Project: 基於深度學習的多任務超解析成像技術 - 以衛星、空拍及路側影像應用為例
Keywords: Drone-based Aerial Images, Super-Resolution, Object Detection, UAV (Unmanned Aerial Vehicle)
2022-2023
基於深度學習網路之口罩配戴辨識
Undergraduate Project
Journal Article (Accepted)
CYCU College Student Research Creativity Award (110學年度中原大學大專學生研究計畫研究創作獎)
Keywords: Mask Wearing Classification, People Flow Estimation, Deep Learning Neural Networks, Object Detection and Tracking, Crowd Monitoring.
2020