Zero-shot audio captioning aims at automatically generating descriptive textual captions for audio content without any prior training for this task. Audio captioning is commonly concerned with ambient sounds, or sounds produced by a human performing an action.
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AudioCaps is a dataset of sounds with event descriptions that was introduced for the task of audio captioning, with sounds sourced from the AudioSet dataset. Annotators were provided the audio tracks together with category hints (and with additional video hints if needed). Source: Audio Retrieval with Natural Language Queries Image source: https://audiocaps.github.io/
Clotho is an audio captioning dataset, consisting of 4981 audio samples, and each audio sample has five captions (a total of 24 905 captions). Audio samples are of 15 to 30 s duration and captions are eight to 20 words long. Source: https://zenodo.org/record/3490684 Image Source: https://arxiv.org/abs/1910.09387