Study on the Vulnerability of Video Retargeting Method for Generated Videos by Deep Learning Model

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Aro Kim, Donghwi Kim, Sanghyo Park

Published: 2023, Last Modified: 28 Feb 2026ICUFN 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Text-to-video generation is getting attention and the generated videos can be used in many applications. However, it is uncertain whether existing deep learning techniques work well for generated videos. In this paper, we compose a study of how generated videos can be retargeted by deep learning models with the ratio of the main object preserved and looked for ways to improve the quality of the generated and retargeted video frames. Throughout the experiment, we discover the errors of video retargeting on the generated videos in the processes of segmentation, inpainting, and relocating.