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# System prepended metadata

title: Research journal (2023)

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# 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
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## 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