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Audio-driven High-resolution Seamless Talking Head Video Editing via StyleGAN

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arxiv 2407.05577 v1 pith:M2UNT6IR submitted 2024-07-08 cs.CV

classification cs.CV
keywords editingmoduleseamlesstalkingvideoaudio-drivenconsistingemotion
verification ladder T0 review T1 audit T2 compute T3 formal
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The existing methods for audio-driven talking head video editing have the limitations of poor visual effects. This paper tries to tackle this problem through editing talking face images seamless with different emotions based on two modules: (1) an audio-to-landmark module, consisting of the CrossReconstructed Emotion Disentanglement and an alignment network module. It bridges the gap between speech and facial motions by predicting corresponding emotional landmarks from speech; (2) a landmark-based editing module edits face videos via StyleGAN. It aims to generate the seamless edited video consisting of the emotion and content components from the input audio. Extensive experiments confirm that compared with state-of-the-arts methods, our method provides high-resolution videos with high visual quality.

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Cited by 1 Pith paper

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  1. SkyReels-Audio: Omni Audio-Conditioned Talking Portraits in Video Diffusion Transformers

    cs.CV 2025-06 conditional novelty 5.0 of 10

    An audio-conditioned video diffusion transformer that animates portraits from image, video, text, and audio inputs with a sliding-window fusion for long videos.

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