RamenStyleAsYouLike:
スタイル特徴を考慮したマスク画像からの画像生成

趙 宰亨      岡本 開夢      下田 和      柳井 啓司     

電気通信大学　情報学専攻

Demo Page

デモUIの説明

実験

特定のスタイル画像から抽出したスタイルを考慮した画像生成の結果

複数のスタイル画像から抽出したスタイルを考慮した画像生成の結果

参考文献

• Cho, J. and Shimoda, W. and Yanai, K. "RamenAsYouLike: Sketch-based Food Image Generation and Editing", in Proc. of ACM Multimedia (ACMMM), 2019.
• Choi, Y., Choi, M., Kim, M., Ha, J. W., Kim, S. and Choo, J. "StarGAN: Unified Generative AdversarialNetworks for Multi-Domain Image-to-Image Translation", in Proc. of IEEE Computer Vision and Pattern Recognition (CVPR), 2018.
• Huang, X., Liu, M. Y., Belongie, S. and Kautz, J. "Multimodal Unsupervised Image-to-image Translation", in Proc. of European Conference on Computer Vision (ECCV), 2018.
• Isola, P., Zhu, J. Y., Zhou, T. and Efros, A. A. "Image-To-Image Translation With Conditional Adversarial Networks", in Proc. of IEEE Computer Vision and Pattern Recognition (CVPR), 2017.
• Lee, H. Y., Tseng, H. Y., Huang, J. B., Singh, M. andYang, M. H. "Diverse Image-to-Image Translation viaDisentangled Representations", in Proc. of European Conference on Computer Vision (ECCV), 2018.
• Liu, M. Y., Breuel, T. and Kautz, J. "Unsupervised Image-to-Image Translation Networks", in Proc. of Advances in Neural Information Processing Systems (NeurIPS), 2017.
• Mirza, M. and Osindero, S. "Conditional generative adversarial nets", in Proc. of arXiv:1411.1784, 2014.
• Park, T., Liu, M. Y., Wang, T. C. and Zhu, J. Y. "Semantic Image Synthesis With Spatially-Adaptive Normalization", in Proc. of IEEE Computer Vision and Pattern Recognition (CVPR), 2019.
• Ronneberger, O., Fischer, P. and Brox, T. "U-Net: Convolutional Networks for Biomedical Image Segmentation", in Proc. of International Conference on Medical image computing and computer-assisted intervention (MICCAI), 2015.
• Wang, T. C., Liu, M. Y., Zhu, J. Y., Tao, A., Kautz, J.and Catanzaro, B. "High-Resolution Image Synthesisand Semantic Manipulation With Conditional GANs", in Proc. of IEEE Computer Vision and Pattern Recognition (CVPR), 2018.
• Zhu, J. Y., Park, T., Isola, P. and Efros, A. A. "Unpaired Image-To-Image Translation Using Cycle-Consistent Adversarial Networks", in Proc. of IEEE International Conference on Computer Vision (ICCV), 2017.
• Zhu, P., Abdal, R., Qin, Y. and Wonka, P. "SEAN: Image Synthesis with Semantic Region-Adaptive Normalization", in Proc. of IEEE Computer Vision and Pattern Recognition (CVPR), 2020.

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デモUIの説明

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Segmentation

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Style

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Generation