Graduated Master & Thesis
2024
基於 Retinex 理論之輕量化自監督式影像節能顯示深度學習網路
Lightweight Retinex-based Self-Supervised Deep Learning Network for Power-Efficient Image Display
2023
基於雙重注意力機制之逆半色調深度學習網路
Deep Inverse Halftoning Network based on Dual Attention Mechanisms
基於雙重注意力機制之視網膜血管分割深度學習網路
Deep Retinal Vessel Segmentation Network based on Dual Attention Mechanism
2022
用於高光譜和多光譜影像融合的知識蒸餾師生網路
Knowledge Distillation Teacher-Student Network for Hyperspectral and Multispectral Image Fusion
基於雨嵌入一致性和注意力機制之單張影像去雨
Single Image Deraining Using Rain Embedding Consistency and Attention Mechanism
基於 SwinTransformer 及深度學習網路之高光譜影像融合
SwinDFN:Deep Hyperspectral and Multispectral Image Fusion based on SwinTransformer
基於非監督式生成對抗網路及對比學習之水下影像品質回復
Unsupervised Generative Adversarial Network and Contrastive Learning for Underwater Image Restoration
2021
基於非監督式跨領域深度學習之單張影像雜訊去除
Unsupervised Cross Domain Deep Learning for Single Image Noise Removal
基於變分自動編碼器之解糾纏模型設計與應用:單細胞RNA定序之聚類與細胞擾動之預測
Variational autoencoder based disentangle model design and application: scRNA-seq clustering and cell perturbation prediction