Photo facial manipulation
We present a method for photo-realistic face manipulation. Given a single RGB face image with an arbitrary expression, our method can synthesize another arbitrary expression of the same person. To achieve this, we first fit a 3D face model and disentangle the face into its texture and shape. We then train separate networks in each of these spaces. In texture space, we use a conditional generative network to change the appearance, and carefully design the input format and loss functions to achieve the best results.
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Photo-realistic Face Manipulation in Scalismo
Face manipulation - Probabilistic Morphable Models
Collage of two manipulated versions of the Mona Lisa. The face was modified to appear more likable left and less likable right than the original. Perception and interpretation of faces play an important role in the communication between humans. In situations where we lack information about a stranger, we tend to form a first impression, solely based on the external appearance of that person. The face greatly influences our judgment of our vis-a-vis's personality traits. Moreover, we are able to capture subtle changes in a person's facial expression and infer information such as mood or intentions. Our intrinsic knowledge about the natural appearance of faces as well as our ability to evaluate facial expressions enables us to spot artificial manipulations in face images rather easily.
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Towards Photo-Realistic Facial Expression Manipulation
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