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GANimation: Anatomically-Aware Facial Animation from a Single Image [chapter]

Albert Pumarola, Antonio Agudo, Aleix M. Martinez, Alberto Sanfeliu, Francesc Moreno-Noguer
2018 Lecture Notes in Computer Science  
To address this limitation, in this paper, we introduce a novel GAN conditioning scheme based on Action Units (AU) annotations, which describes in a continuous manifold the anatomical facial movements  ...  The most successful architecture is StarGAN, that conditions GANs' generation process with images of a specific domain, namely a set of images of persons sharing the same expression.  ...  For instance, for the facial expression synthesis task, Fig. 1 . Facial animation from a single image.  ... 
doi:10.1007/978-3-030-01249-6_50 pmid:30465044 pmcid:PMC6240441 fatcat:7wq7m5rjbze4jijtjusssvmttq

GANimation: Anatomically-aware Facial Animation from a Single Image [article]

Albert Pumarola and Antonio Agudo and Aleix M. Martinez and Alberto Sanfeliu and Francesc Moreno-Noguer
2018 arXiv   pre-print
To address this limitation, in this paper, we introduce a novel GAN conditioning scheme based on Action Units (AU) annotations, which describes in a continuous manifold the anatomical facial movements  ...  The most successful architecture is StarGAN, that conditions GANs generation process with images of a specific domain, namely a set of images of persons sharing the same expression.  ...  For instance, for the facial expression synthesis task, arXiv:1807.09251v2 [cs.CV] 28 Aug 2018 Fig. 1 . Facial animation from a single image.  ... 
arXiv:1807.09251v2 fatcat:astbafa735gk3pclatxmxtfxri

F3A-GAN: Facial Flow for Face Animation with Generative Adversarial Networks

Xintian Wu, Qihang Zhang, Yiming Wu, Huanyu Wang, Songyuan Li, Lingyun Sun, Xi Li
2021 IEEE Transactions on Image Processing  
Formulated as a conditional generation problem, face animation aims at synthesizing continuous face images from a single source image driven by a set of conditional face motion.  ...  from flows in a hierarchical manner.  ...  [1] (GANimation) took advantage of AUs to generate anatomically-aware expression in a continuous domain. Based on it, Tripathy et al.  ... 
doi:10.1109/tip.2021.3112059 pmid:34554912 fatcat:wtb4foenprhcnkzv5k3n4pp2a4

Deep Neural Network Augmentation: Generating Faces for Affect Analysis

Dimitrios Kollias, Shiyang Cheng, Evangelos Ververas, Irene Kotsia, Stefanos Zafeiriou
2020 International Journal of Computer Vision  
The proposed approach accepts the following inputs:(i) a neutral 2D image of a person; (ii) a basic facial expression or a pair of valence-arousal (VA) emotional state descriptors to be generated, or a  ...  Qualitative experiments illustrate the generation of realistic images, when the neutral image is sampled from fifteen well known lab-controlled or in-the-wild databases, including Aff-Wild, AffectNet,  ...  The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material.  ... 
doi:10.1007/s11263-020-01304-3 fatcat:rsrcdezlkfctzbuvhok4566ya4

3D Guided Fine-Grained Face Manipulation [article]

Zhenglin Geng, Chen Cao, Sergey Tulyakov
2019 arXiv   pre-print
We present a method for fine-grained face manipulation. Given a face image with an arbitrary expression, our method can synthesize another arbitrary expression by the same person.  ...  When compared to the ground truth, annotators cannot reliably distinguish between our synthesized images and real images, preferring our method in 53% of the cases.  ...  [21] presented a work performing anatomically-aware face animation. Similarly to us, they animate faces according to Facial Action Units.  ... 
arXiv:1902.08900v1 fatcat:ij5kl3fjxrbmtihmdroe5rcoz4

Generative Adversarial Networks with Attention Mechanisms at Every Scale

Farkhod Makhmudkhujaev, In Kyu Park
2021 IEEE Access  
However, due to memory constraints, even moving a single attention mechanism to a higher scale of the network is infeasible.  ...  Existing works in image synthesis have shown the efficiency of applying attention mechanisms in generating natural-looking images.  ...  Unlike BigGAN which used attention in novel image synthesis task, GANimation [29] found application of attention for anatomically-aware facial animation (expressions).  ... 
doi:10.1109/access.2021.3135637 fatcat:nm56fxm7yzfz7f74nsoqhhgika

Countering Malicious DeepFakes: Survey, Battleground, and Horizon [article]

Felix Juefei-Xu and Run Wang and Yihao Huang and Qing Guo and Lei Ma and Yang Liu
2022 arXiv   pre-print
The creation or manipulation of facial appearance through deep generative approaches, known as DeepFake, have achieved significant progress and promoted a wide range of benign and malicious applications  ...  The evil side of this new technique poses another popular study, i.e., DeepFake detection aiming to identify the fake faces from the real ones.  ...  F 3 -Net (Qian et al., 2020) considers two complementary frequencyaware clues for detection, namely frequency-aware pattern from frequency-aware image decomposition, and local frequency statistics.  ... 
arXiv:2103.00218v3 fatcat:ufeslcp23rghhmx474u25acoje

Exploring Explicit Domain Supervision for Latent Space Disentanglement in Unpaired Image-to-Image Translation [article]

Jianxin Lin, Zhibo Chen, Yingce Xia, Sen Liu, Tao Qin, Jiebo Luo
2019 arXiv   pre-print
In contrast to representing domain characteristics using different generators or domain codes, we pre-train a classification network to explicitly classify the domain of an image.  ...  Extensive experiments on multiple facial attribute translation, multiple identity translation, multiple season translation and conditional edges-to-shoes/handbags demonstrate the effectiveness of our method  ...  In [29] , GANimation is proposed to generate anatomically-aware facial animation.  ... 
arXiv:1902.03782v4 fatcat:4thze7juifg6jo65dad4yldxbq

Image-to-Image Translation: Methods and Applications [article]

Yingxue Pang, Jianxin Lin, Tao Qin, Zhibo Chen
2021 arXiv   pre-print
Image-to-image translation (I2I) aims to transfer images from a source domain to a target domain while preserving the content representations.  ...  I2I has drawn increasing attention and made tremendous progress in recent years because of its wide range of applications in many computer vision and image processing problems, such as image synthesis,  ...  In addition, GANimation [181] is proposed to generate anatomically aware facial animation.  ... 
arXiv:2101.08629v2 fatcat:i6pywjwnvnhp3i7cmgza2slnle

Visual and Object Geo-localization: A Comprehensive Survey [article]

Daniel Wilson, Xiaohan Zhang, Waqas Sultani, Safwan Wshah
2021 arXiv   pre-print
This paper provides a comprehensive survey of geo-localization involving images, which involves either determining from where an image has been captured (Image geo-localization) or geo-locating objects  ...  The entity of interest may be an image, sequence of images, a video, satellite image, or even objects visible within the image.  ...  Moreno-Noguer, “Ganimation: Anatomically- estimation: An overview,” ArXiv, vol. abs/2104.06456, aware facial animation from a single image,” in Pro- 2021.  ... 
arXiv:2112.15202v1 fatcat:ipwas72ro5ho5fjiakm6de7ji4

Affect recognition & generation in-the-wild

Dimitrios Kollias, Stefanos Zafeiriou
We generate an image with a given affect, or a sequence of images with evolving affect, by annotating a 4-D database a [...]  ...  Affect recognition based on a subject's facial expressions has been a topic of major research in the attempt to generate machines that can understand the way subjects feel, act and react.  ...  Many methods achieved significant results for high-resolution images and are applied to a wide range of applications, such as facial animation, facial editing, and facial expression recognition.  ... 
doi:10.25560/87156 fatcat:cuh7si4f7bao7c3jsousrulbla

Re-sounding natures : voicing the non-human in Medieval English poetry RE-SOUNDING NATURES: VOICING THE NON-HUMAN IN MEDIEVAL ENGLISH POETRY

Tracy Stuhr, Tracy Stuhr, Jonathan, Kathryn, Lavezzo, Morris Adalaide, Kathleen, Kamerick
2013 unpublished
In particular, I would like to single out my late aunt, Leah Zieman and my cousin, Sue Zieman Miro for their forbearance and kindness to a hesitant city girl when she truly needed it.  ...  While patience is often considered a virtue of passivity rather than activity, the patience of my dissertation committee was grounded in active encouragement and animating support.  ...  Robert Edgeworth, "Anatomical Geography in Sir Gawain and theGreen Knight," Neophilologus 69.2 (1985), 318. 54 Robert Edgeworth, "Anatomical Geography," 318.  ... 

Journal of Regional Socio-Economic Issues, Volume 6, Special Issue 2, 2016 [article]

George Korres
This special issue, JRSEI, Volume 6, September 2016 is based on selected papers regarding socio-economic issues and perspectives of a wide range on modern topics, such as:  ...  provides a range of approaches towards counseling and coaching supported by scientific evidence and applied research, combined with counseling and coaching practices, maintaining an integrative approach  ...  Provides a tangible record of development and change (Ganim, 2000; Liebmann, 1990) .  ... 
doi:10.26215/qw5m-2j08 fatcat:s2l5rurgd5bs5nmx7h3sfwmstu