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Responsive Listening Head Generation: A Benchmark Dataset and Baseline

About

We present a new listening head generation benchmark, for synthesizing responsive feedbacks of a listener (e.g., nod, smile) during a face-to-face conversation. As the indispensable complement to talking heads generation, listening head generation has seldomly been studied in literature. Automatically synthesizing listening behavior that actively responds to a talking head, is critical to applications such as digital human, virtual agents and social robots. In this work, we propose a novel dataset "ViCo", highlighting the listening head generation during a face-to-face conversation. A total number of 92 identities (67 speakers and 76 listeners) are involved in ViCo, featuring 483 clips in a paired "speaking-listening" pattern, where listeners show three listening styles based on their attitudes: positive, neutral, negative. Different from traditional speech-to-gesture or talking-head generation, listening head generation takes as input both the audio and visual signals from the speaker, and gives non-verbal feedbacks (e.g., head motions, facial expressions) in a real-time manner. Our dataset supports a wide range of applications such as human-to-human interaction, video-to-video translation, cross-modal understanding and generation. To encourage further research, we also release a listening head generation baseline, conditioning on different listening attitudes. Code & ViCo dataset: https://project.mhzhou.com/vico.

Mohan Zhou, Yalong Bai, Wei Zhang, Ting Yao, Tiejun Zhao, Tao Mei• 2021

Related benchmarks

TaskDatasetResultRank
Listening Head GenerationViCo
FD (Expression)39.02
13
Listening Head GenerationViCo (test)
FD (Exp)39.02
12
Listener Facial Motion GenerationViCo (test)
FD Expression39.02
7
Listener Head GenerationViCo (D_test)
FD (Expression)15.03
5
Listener Head GenerationViCo (test)
SSIM0.56
5
Listener Head GenerationViCo out-of-domain (D_ood)
FD (exp)22.81
5
Listening Video GenerationVoxHear User Study 1.0 (test)
Naturalness1.41
5
Listening Head GenerationRealTalk (Dtest)
FD-exp20.11
4
Image Quality AssessmentRealTalk (test)
SSIM0.51
4
Listener Head GenerationViCo and RealTalk (test)
Similarity to GT1.28
4
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