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1
Gated Skip Connections for High Fidelity, Identity-Preserving, Continuous Face Modification
Yadav, Devendra Pratap. - : eScholarship, University of California, 2020
Abstract: Face image modification is a variant of the image-to-image translation task where we modify features of a face image to evoke given target attributes, while preserving the identity of the pictured person. Generative Adversarial Networks (GANs) using an encoder-decoder architecture have been widely used to modify both discrete and continuous face attributes, with a few different architectures designed to address the challenge of preserving identity through the modification. We propose a novel GAN architecture that introduces gated skip connections in the generator's decoder for this task. Our model enables high fidelity (512x512) modification with minimal changes to irrelevant facial regions, while using fewer parameters than existing approaches. We demonstrate the model on discrete CelebA attributes, continuous facial Action Unit labels, and perceived social impression traits such as "attractive", "kind", and "trustworthy". Our model is also able to selectively visualize the modified face features, allowing us to extract plausible visual explanations for face attributes, including, for the first time, social impression traits. An experiment with human raters validates that our model can effectively alter a face's social impressions.
Keyword: Artificial intelligence; Computer science; face modification; generative adversarial network; high resolution; perception; skip connection; social impression traits
URL: https://escholarship.org/uc/item/2xj641h3
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2
Evidence and a Computational Explanation of Cultural Differences in Facial Expression Recognition
In: Emotion (2010)
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3
Convergence of the Visual Field Split: Hemispheric Modeling of Face and Object Recognition
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 20 (2008) 12, 2298
OLC Linguistik
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4
Why is the Fusiform Face Area recruited for novel categories of expertise?: A neurocomputational investigation
BASE
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5
Cognitive modeling
Plunkett, Kim (Mitarb.); VanLehn, Kurt (Mitarb.); Prince, Alan (Mitarb.). - Cambridge, Mass [u.a.] : MIT Press, 2002
BLLDB
UB Frankfurt Linguistik
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6
EMPATH : a neural network that categorizes facial expressions
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 14 (2002) 8, 1158-1173
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7
EMPATH: A Neural Network that Categorizes Facial Expressions
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 14 (2002) 8, 1158-1173
OLC Linguistik
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8
Degenerative grammar : the story of "outa"
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 8 (1996) 1, 153-154
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9
HUMOUR: Degenerative Grammar: The Story of Outa
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 8 (1996) 1, 153-154
OLC Linguistik
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10
Programming the User-friendly Dog
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 7 (1995) 3-4, 341-342
OLC Linguistik
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11
Acquiring the mapping from meaning to sounds
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 6 (1994) 4, 379-412
BLLDB
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12
Acquiring the Mapping from Meaning to Sounds
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 6 (1994) 4, 379-412
OLC Linguistik
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13
Cognitive binding
In: Memory systems 1994 (Cambridge, Mass, 1994), p. 369-394
MPI für Psycholinguistik
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14
Modeling the Sequential Behavior of the Dog: The Second Naïve Dog Physics Manifesto
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 5 (1993) 2, 189-190
OLC Linguistik
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15
Learning Simple Arithmetic Procedures
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 5 (1993) 1, 37-58
OLC Linguistik
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16
Jimi Hendrix meets the giant screaming Buddha : recreating the sixties via backpropagation in time
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 4 (1992) 2, 155-156
BLLDB
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17
Cognitive Binding: A Computational-Modeling Analysis of a Distinction between Implicit and Explicit Memory
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18
New directions in connectionist dog modeling
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 3 (1991) 1, 89-90
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19
On the epistemological status of dog breath : or will the real qualia please stand up?: A reply to Sirloin
In: Connection science. - Abingdon, Oxfordshire : Taylor & Francis 2 (1990) 4, 371-372
BLLDB
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20
A connectionist approach to word sense disambiguation
Cottrell, Garrison W.. - London [u.a.] : Pitman [u.a.], 1989
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UB Frankfurt Linguistik
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