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We present a deep learning-based framework for portrait reenactment from a single picture of a target (one-shot) and a video of a driving subject.
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Hsieh, P.L., Ma, C., Yu, J., Li, H.: Unconstrained realtime facial performance capture. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. pp. 1675–1683 (2015)
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Garrido, P., Zollhöfer, M., Casas, D., Valgaerts, L., Varanasi, K., Pérez, P., Theobalt, C.: Reconstruction of personalized 3d face rigs from monocular video. ACM Trans. Graph. 35
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Saito, S., Li, T., Li, H.: Real-time facial segmentation and performance capture from rgb input. In: ECCV (2016)
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Thies, J., Zollhofer, M., Stamminger, M., Theobalt, C., Nießner, M.: Face2face: Real-time face capture and reenactment of rgb videos. In: IEEE CVPR. pp. 2387–2395 (2016)
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Averbuch-Elor, H., Cohen-Or, D., Kopf, J., Cohen, M.F.: Bringing portraits to life. ACM Trans. Graph. 36
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Heusel, M., Ramsauer, H., Unterthiner, T., Nessler, B., Hochreiter, S.: Gans trained by a two time-scale update rule converge to a local nash equilibrium. In: Advances in Neural Information Processing Systems. pp. 6626–6637 (2017)
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Hu, L., Saito, S., Wei, L., Nagano, K., Seo, J., Fursund, J., Sadeghi, I., Sun, C., Chen, Y.C., Li, H.: Avatar digitization from a single image for real-time rendering. ACM Trans. Graph. 36
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Huang, X., Belongie, S.: Arbitrary style transfer in real-time with adaptive instance normalization. In: ICCV (2017)
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Isola, P., Zhu, J., Zhou, T., Efros, A.A.: Image-to-image translation with conditional adversarial networks. In: IEEE CVPR. pp. 5967–5976 (July 2017)
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Natsume, R., Yatagawa, T., Morishima, S.: Fsnet: An identity-aware generative model for image-based face swapping. In: Proc. of Asian Conference on Computer Vision (ACCV). Springer (Dec 2018)
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Sengupta, S., Kanazawa, A., Castillo, C.D., Jacobs, D.W.: Sfsnet: Learning shape, refectance and illuminance of faces in the wild. In: Computer Vision and Pattern Regognition (CVPR) (2018)
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Wang, T.C., Liu, M.Y., Zhu, J.Y., Liu, G., Tao, A., Kautz, J., Catanzaro, B.: Video-to-video synthesis. In: Advances in Neural Information Processing Systems (NeurIPS) (2018)
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Wang, T.C., Liu, M.Y., Zhu, J.Y., Tao, A., Kautz, J., Catanzaro, B.: High-resolution image synthesis and semantic manipulation with conditional gans. In: IEEE CVPR (2018)
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Mao, X., Li, Q., Xie, H., Lau, R.Y., Wang, Z., Smolley, S.P.: Least squares generative adversarial networks. In: Computer Vision (ICCV), 2017 IEEE International Conference on. pp. 2813–2821. IEEE (2017)
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Saito, S., Wei, L., Hu, L., Nagano, K., Li, H.: Photorealistic facial texture inference using deep neural networks. In: IEEE CVPR (2017)
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Seymour, M., Evans, C., Libreri, K.: Meet mike: Epic avatars. In: ACM SIGGRAPH 2017 VR Village. pp. 12:1–12:2. SIGGRAPH ’17, ACM, New York, NY, USA (2017). https://doi.org/10.1145/3089269.3089276, http://doi.acm.org/10.1145/3089269.3089276
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Suwajanakorn, S., Seitz, S.M., Kemelmacher-Shlizerman, I.: Synthesizing obama: learning lip sync from audio. ACM Trans. Graph. 36
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Baltrusaitis, T., Zadeh, A., Lim, Y.C., Morency, L.P.: Openface 2.0: Facial behavior analysis toolkit. In: 2018 13th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2018). pp. 59–66. IEEE (2018)
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Wiles, O., Sophia Koepke, A., Zisserman, A.: X2face: A network for controlling face generation using images, audio, and pose codes. In: The European Conference on Computer Vision (ECCV) (September 2018)
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Yamaguchi, S., Saito, S., Nagano, K., Zhao, Y., Chen, W., Olszewski, K., Morishima, S., Li, H.: High-fidelity facial reflectance and geometry inference from an unconstrained image. ACM Trans. Graph. 37
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Egger, B., Smith, W.A.P., Tewari, A., Wuhrer, S., Zollhoefer, M., Beeler, T., Bernard, F., Bolkart, T., Kortylewski, A., Romdhani, S., Theobalt, C., Blanz, V., Vetter, T.: 3D Morphable Face Models – Past, Present and Future. arXiv e-prints (Sep 2019)
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Gecer, B., Ploumpis, S., Kotsia, I., Zafeiriou, S.: Ganfit: Generative adversarial network fitting for high fidelity 3d face reconstruction. In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (June 2019)
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Geng, Z., Cao, C., Tulyakov, S.: 3d guided fine-grained face manipulation. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019, Long Beach, CA, USA, June 16-20, 2019. pp. 9821–9830 (2019)
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Kim, H., Elgharib, M., Zollhöfer, M., Seidel, H.P., Beeler, T., Richardt, C., Theobalt, C.: Neural style-preserving visual dubbing. ACM Transactions on Graphics (TOG) (2019)
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Nirkin, Y., Keller, Y., Hassner, T.: Fsgan: Subject agnostic face swapping and reenactment. In: Proceedings of the IEEE International Conference on Computer Vision. pp. 7184–7193 (2019)
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Pumarola, A., Agudo, A., Martinez, A., Sanfeliu, A., Moreno-Noguer, F.: Ganimation: One-shot anatomically consistent facial animation (2019)
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Rössler, A., Cozzolino, D., Verdoliva, L., Riess, C., Thies, J., Nießner, M.: FaceForensics++: Learning to detect manipulated facial images. In: International Conference on Computer Vision (ICCV) (2019)
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Siarohin, A., Lathuilière, S., Tulyakov, S., Ricci, E., Sebe, N.: First order motion model for image animation. In: Wallach, H., Larochelle, H., Beygelzimer, A., d'Alché-Buc, F., Fox, E., Garnett, R. (eds.) Advances in Neural Information Processing Systems 32, pp. 7137–7147. Curran Associates, Inc. (2019), http://papers.nips.cc/paper/8935-first-order-motion-model-for-image-animation.pdf
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Siarohin, A., Lathuilière, S., Tulyakov, S., Ricci, E., Sebe, N.: First order motion model for image animation. In: Conference on Neural Information Processing Systems (NeurIPS) (December 2019)
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Tran, L., Liu, F., Liu, X.: Towards high-fidelity nonlinear 3d face morphable model. In: In Proceeding of IEEE Computer Vision and Pattern Recognition. Long Beach, CA (June 2019)
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Wang, T.C., Liu, M.Y., Tao, A., Liu, G., Kautz, J., Catanzaro, B.: Few-shot video-to-video synthesis. In: Advances in Neural Information Processing Systems (NeurIPS) (2019)
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Anonymous: Disentangling style and content in anime illustrations. In: Submitted to International Conference on Learning Representations (2020), under review. https://openreview.net/forum?id=BJe4V1HFPr
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