Research map / Image generation / Editing and style transfer
Image Style Transfer Using Convolutional Neural Networks
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use a higher content layer, conv4_2 instead of conv2_2 (ablation) | Neural Algorithm of Artistic Style · Image style transfer | content-style integration | Helped |
| Match style features across more layers, through conv5_1 (ablation) | Neural Algorithm of Artistic Style · Image style transfer | visual smoothness | Helped |
| Increase the relative weight of style matching (ablation) | Neural Algorithm of Artistic Style · Image style transfer | style matching | Mixed |
| Increase the relative weight of content matching (ablation) | Neural Algorithm of Artistic Style · Image style transfer | content matching | Mixed |
| Initialize optimization from the content image or style image instead of white noise (ablation) | Neural Algorithm of Artistic Style · Image style transfer | synthesis outcome | No clear effect |
| Replace max pooling with average pooling (ablation) | VGG-19 used for image synthesis · Image synthesis | visual appeal | Helped |
| Add image priors to regularize synthesis (ablation) | Neural Algorithm of Artistic Style · Image style transfer | image quality | No clear effect |
Closest papers by meaning
- Multimodal Transfer: A Hierarchical Deep Convolutional Neural Network for Fast Artistic Style Transfer (CVPR 2017 · similarity 0.91)
- A Flexible Convolutional Solver for Fast Style Transfers (CVPR 2019 · similarity 0.91)
- Adaptive Convolutions for Structure-Aware Style Transfer (CVPR 2021 · similarity 0.90)
- Deep Photo Style Transfer (CVPR 2017 · similarity 0.89)
- ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank (AAAI 2024 · similarity 0.87)
- Puff-Net: Efficient Style Transfer with Pure Content and Style Feature Fusion Network (CVPR 2024 · similarity 0.87)
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