06-16-2022, 04:35 PM
The advent of Generative Adversarial Networks (GANs) has brought with it a renaissance in the field of content creation and manipulation, allowing users to modify photographs in intuitive ways. However, these semantic editing tools have been mostly restricted to images, as the editing of videos imposes an additional challenge - maintaining temporal coherency. Any manipulation of the video must be propagated consistently across all video frames. However, with a lack of high quality video datasets and the complications arising from an additional data dimension, video-GANs have so far been unable to match the quality of their single-image counterparts. Instead, we propose to meet this challenge by using the latent-editing techniques commonly employed with an off-the-shelf, non-temporal StyleGAN model. We highlight a fundamental assumption about the video editing process: the initial video is already consistent. In contrast to synthesis works, we do not need to create temporal consistency, but only maintain it. Building on this intuition, we revisit the building blocks of recent StyleGAN-based editing pipelines, identify the points where temporal inconsistencies may arise, and propose that in many cases these inconsistencies can be mitigated simply through a careful choice of tools.
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