# Research journal (2023) :::info 作者: 建中數資39屆賴昱錡 主題: 利用GAN實現歷史航空影像之上色 ::: ## 2/19 + 可以嘗試 DAFormer、HRDA 等 Image-to-Image Translation 的模型。 + 除 FID、IS 外，應有其它生成模型之指標可採用看看。 + 去應用模型、調整實驗變因與參數之外，理解研究結果變好或變差的原因也很重要，總之要多看論文。 :::success **Some links here:** Arxiv: + [DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation](https://arxiv.org/abs/2111.14887) + [HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation](https://arxiv.org/abs/2204.13132) Github: + https://github.com/lhoyer/DAFormer + https://github.com/lhoyer/HRDA + https://github.com/mingyuliutw/UNIT + https://github.com/search?q=image-to-image+translation + https://github.com/topics/semantic-segmentation + https://github.com/CompVis/stable-diffusion Reference: 介紹 image segmentation https://medium.com/ching-i/%E5%BD%B1%E5%83%8F%E5%88%86%E5%89%B2-image-segmentation-%E8%AA%9E%E7%BE%A9%E5%88%86%E5%89%B2-semantic-segmentation-1-53a1dde9ed92 ::: https://medium.com/@johnliutw/list/da301cc31b15 https://hackmd.io/@shaoeChen/HJiZtEngG/ ## 3/17 pix2pixHD https://github.com/NVIDIA/pix2pixHD pix2pixHD 介紹 https://xiaosean5408.medium.com/pix2pixhd%E7%B0%A1%E4%BB%8B-high-resolution-image-synthesis-and-semantic-manipulation-with-conditional-gans-2099bd492f5 ## 4/6 Machine Learning - Bringing-Old-Photos-Back-to-Life https://github.com/microsoft/Bringing-Old-Photos-Back-to-Life DeblurGAN https://github.com/KupynOrest/DeblurGAN CNN colorization https://www.kaggle.com/code/basu369victor/image-colorization-basic-implementation-with-cnn ## 4/13 BicycleGAN https://github.com/junyanz/BicycleGAN