Geometric Deformation on Objects: Unsupervised Image Manipulation via Conjugation
Fu, Changqing; Cohen, Laurent D. (2021), Geometric Deformation on Objects: Unsupervised Image Manipulation via Conjugation, Eighth International Conference on Scale Space and Variational Methods in Computer Vision (SSVM), 2021-05, on line, FRANCE
TypeCommunication / Conférence
Conference titleEighth International Conference on Scale Space and Variational Methods in Computer Vision (SSVM)
Conference cityon line
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Abstract (EN)A novel two-stage approach is proposed for image manipulation and generation. User-interactive image deformation is performed through editing of contours. This is performed in the latent edge space with both color and gradient information. The output of editing is then fed into a multi-scale representation of the image to recover quality output. The model is flexible in terms of transferability and training efficiency.
Subjects / KeywordsMachine Learning; Image Generation; Generative Adversarial Network; Image deformation; Contour Editing
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