- Data: WikiArt
now dataset
https://drive.google.com/file/d/0B7YClE2-vjgPbGE3LUd5SUQ3Ukk/view?usp=sharing
- Gram Martix
- Self-Organizing maps(SOM)
Reference:
- style classification and visualization of art painting's genre using self-organizing maps
- image style transfer using convolutional neural networks
- SOM introduce
- SOM code
- Visualizing CNN
- How to combine Gram and SOM ? use 'PCA' to 2048 or 4096
Reference:
- style transfer with Keras
- conv filter visualization with Keras
- conv class activation maps with Keras
https://drive.google.com/file/d/0B7YClE2-vjgPUEd1VmF0Wk1oSm8/view?usp=sharing
- Improve 'feature(Gram)'
- Implementation
Reference:
https://drive.google.com/file/d/0B7YClE2-vjgPU0ctbXFNc1N2Z0k/view?usp=sharing
- Implementation
paper: https://drive.google.com/file/d/0B7YClE2-vjgPR3VYOUFmRnRkOWM/view?usp=sharing https://drive.google.com/file/d/0B7YClE2-vjgPOTlJYW1QRHZpeTA/view?usp=sharing
- (keras) images->VGG16->Gram->PCA->SOM
- Goal
- VGG + PCA/Autoencoder
- VGG + PCA/Autoencoder + SOM
- VGG->Gram + PCA/Autoencoder
https://drive.google.com/file/d/1nrX-ZC4bqiTYVhQ07Ro1uYqnI93VKCJF/view?usp=sharing