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Interactive Tools for Object Manipulation in Art Images - Single Image Adaptation using SPADE

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Interactive Tools for Object Manipulation in Art Images

ITOMAI: Tobigs 15&16 기 이미지 생성 프로젝트 | Video

  • 15기 : 김현지, 박진수, 오주영, 이윤정
  • 16기 : 김경준

IDEA

image

RESULT

image

DEMO

1-2.mp4

On your computer(참고용, 환경 테스트 후 재배포 예정)

1. Enrionments Settings

Clone this repo.

git clone https://github.com/sjinu96/ITOMAI
cd ITOMAI

Create env

conda create --name spade python=3.7 

This code requires PyTorch 1.0 and python 3+. Please install dependencies by

pip install -r requirements.txt

This code also requires the Synchronized-BatchNorm-PyTorch rep.

cd SPADE/models/networks/
git clone https://github.com/vacancy/Synchronized-BatchNorm-PyTorch
cp -rf Synchronized-BatchNorm-PyTorch/sync_batchnorm .
cd ../../..

2. Download Flickr-Landscape pre-trained SPADE

https://drive.google.com/drive/folders/1NBgc1ziGOhG9RzoMQpftq8oetUzp_n9D?usp=sharing

Files for Train & Test : classes_list.text, iter.text, loss_log.text, opt.pkl, opt.text (총 5개)
Pretrained model : latest_net_D.pth, latest_net_G.pth (총 2개)

3. Run Demo

cd demo
streamlit run demo.py
2022-01-14.23.13.16.mov

enjoy !

Other Example

2-1.mp4

image

image

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