Parameter Efficient Audio Captioning With Faithful Guidance Using Audio-text Shared Latent Representation

no code implementations • 6 Sep 2023 • Arvind Krishna Sridhar, Yinyi Guo, Erik Visser, Rehana Mahfuz

Then, we propose a parameter efficient inference time faithful decoding algorithm that enables smaller audio captioning models with performance equivalent to larger models trained with more data.

Audio captioning Data Augmentation +4

Incremental Learning Algorithm for Sound Event Detection

no code implementations • 26 Mar 2020 • Eunjeong Koh, Fatemeh Saki, Yinyi Guo, Cheng-Yu Hung, Erik Visser

The neural adapter layer facilitates the target model to learn new sound events with minimal training data and maintaining the performance of the previously learned sound events similar to the source model.

Event Detection Incremental Learning +1