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CLAP: Learning Audio Concepts From Natural Language Supervision (Pretrained Model)

Authors: Elizalde, Benjamin; Soham Deshmukh; Ismail, Mahmoud Al; Huaming Wang;

CLAP: Learning Audio Concepts From Natural Language Supervision (Pretrained Model)

Abstract

CLAP (Contrastive Language-Audio Pretraining) is a model that learns acoustic concepts from natural language supervision and enables “Zero-Shot” inference. The model has been extensively evaluated in 26 audio downstream tasks achieving SoTA in several of them including classification, retrieval, and captioning. Weights for the Microsoft CLAP model published in 2023 and 2022. clapcap is the audio captioning model that uses the 2023 encoders. Refer to the GitHub repository for the code. microsoft/CLAP: Learning audio concepts from natural language supervision (github.com)

Keywords

CLAP, zero-shot, sound events, acoustic scenes

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
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