Jong-Kook Kim
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Papers from this author
S2I-Bird: Sound-To-Image Generation of Bird Species Using Generative Adversarial Networks
Joo Yong Shim, Joongheon Kim, Jong-Kook Kim
Auto-TLDR; Generating bird images from sound using conditional generative adversarial networks
Abstract Slides Poster Similar
Generating images from sound is a challenging task. This paper proposes a novel deep learning model that generates bird images from their corresponding sound information. Our proposed model includes a sound encoder in order to extract suitable feature representations from audio recordings, and then it generates bird images that corresponds to its calls using conditional generative adversarial networks (GANs) with auxiliary classifiers. We demonstrate that our model produces better image generation results which outperforms other state-of-the-art methods in a similar context.