Research Portfolio & Publications

A comprehensive collection of my work in Computer Vision, Image Enhancement, and Deep Learning, ranging from academic publications to technical innovations.

Google Scholar Profile

Technical Projects

Dynamic Illuminance Enhancement for Diverse Scenes

Illumination_Spectrum CPGADIA
Dynamic Illuminance Results

Developing smart systems to handle extreme lighting variability in real-world environments.

Learn More

Lightweight Deep Learning for Image Enhancement

CPGA-Net CPGA-Net+
Lightweight Network

Highly efficient neural networks designed for mobile devices and edge computing.

Learn More

Weather Image Generation (Thesis)

Masters Thesis
Weather Generation

End-to-End deep learning network using Triplet Content Loss for weather synthesis.

Learn More

Image Dehazing using SR Networks

Best Paper IS3C
Dehazing Results

Joint training of dehazing and super-resolution models to reduce computation.

Learn More

Hairstyle Recommendation System

1st Place Award Conference
Hairstyle Recommendation

Face Shape Classification and Swapping for personalized recommendation.

Learn More

Drone-based Aerial Image Super-Resolution

Survey UAV
Drone SR Survey

Improving the resolution of drone-based aerial images for better object detection.

Learn More

Mask Detection & People Flow Systems

Journal Award
Mask Detection

Real-time public safety monitoring with YOLO-based detection and tracking.

Learn More

Academic Publications

Google Scholar
Zero-shot Adaptation of Stable Diffusion via Plug-in Hierarchical Degradation Representation for Real-World Super-Resolution Yi-Cheng Liao, Shyang-En Weng, Yu-Syuan Xu, Chi-Wei Hsiao, Wei-Chen Chiu, Ching-Chun Huang arXiv preprint arXiv:2512.10340, Dec 2025 arXiv:2512.10340
Rethinking Theoretical Illumination for Efficient Low-Light Image Enhancement Shyang-En Weng, Cheng-Yen Hsiao, Li-Wei Lu, Yu-Shen Huang, Tzu-Han Chen, Shaou-Gang Miaou, Ricky Christanto arXiv preprint arXiv:2409.05274, Sep 2024 arXiv:2409.05274 #Lightweight-Enhancement
A lightweight low-light image enhancement network via channel prior and gamma correction Shyang-En Weng, Shaou-Gang Miaou, Ricky Christanto International Journal of Pattern Recognition and Artificial Intelligence, 2025 DOI: 10.1142/S0218001425540138 #Lightweight-Enhancement
Dynamic Illuminance Adjustment for Simultaneous Exposure Correction and Low-Light Image Enhancement Shyang-En Weng, Chang-Pin Hsu, Cheng-Yen Hsiao, Ricky Christanto, Shaou-Gang Miaou Signal, Image and Video Processing, Sep 2024 DOI: 10.1007/s11760-024-03519-0 #Dynamic-Illuminance
An Integrated Approach to Mask Wearing Classification and Crowd Counting in Public Spaces Using YOLOv5s and Deep SORT Shyang-En Weng, Ying-Cheng Lin, Ming-Yao Liang, Shaou-Gang Miaou Journal of Internet Technology, Jul 2025 JIT: vol.26, no.4, pp. 423-434 #Mask-Detection
Scene-Guided Image Enhancement through Gamma Correction Prior and Transfer Learning Shyang-En Weng, Cheng-Yen Hsiao, Chang-Pin Hsu, Shaou-Gang Miaou CVGIP 2024, Hualien, Taiwan #Dynamic-Illuminance
Exposure Correction in Driving Scenes Using the Atmospheric Scattering Model Shyang-En Weng, Shaou-Gang Miaou, Ricky Christanto, Chang-Pin Hsu IEEE ICCE-TW 2024, Taichung, Taiwan DOI: 10.1109/ICCE-TW55602.2024.10674535 #Lightweight-Enhancement
Reducing Computational Requirements of Image Dehazing Using Super-Resolution Networks Shyang-En Weng, Yan-Gu Ye, Ying-Cheng Lin, Shaou-Gang Miaou IEEE IS3C 2023, Taichung, Taiwan DOI: 10.1109/IS3C55602.2023.10219494 #Dehazing
Using Stereo Depth Estimation Network and LiDAR-Assisted Camera for Dehazing Shih-Li Lu, Shaou-Gang Miaou, Shyang-En Weng, Ying-Cheng Lin 2023 9th IEEE International Conference on Applied System Innovation (ICASI2023), Chiba, Japan DOI: 10.1109/ICASI57738.2023.10179550
Projects Publications