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20212025
most citedConvMixer: Feature Interactive Convolution with Curriculum Learning for Small Footprint and Noisy Far-field Keyword Spotting

50 citations · 57 across the 18 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.SD2022

I2CR: Improving Noise Robustness on Keyword Spotting Using Inter-Intra Contrastive Regularization

Dianwen Ng, Jia Qi Yip, Tanmay Surana +6

Noise robustness in keyword spotting remains a challenge as many models fail to overcome the heavy influence of noises, causing the deterioration of the quality of feature embeddin…

q-bio.QM2022

Amino Acid Classification in 2D NMR Spectra via Acoustic Signal Embeddings

Jia Qi Yip, Dianwen Ng, Bin Ma +2

Nuclear Magnetic Resonance (NMR) is used in structural biology to experimentally determine the structure of proteins, which is used in many areas of biology and is an important par…

cs.SD2022★ 2 cited

Small Footprint Multi-channel ConvMixer for Keyword Spotting with Centroid Based Awareness

Dianwen Ng, Jin Hui Pang, Yang Xiao +3

It is critical for a keyword spotting model to have a small footprint as it typically runs on-device with low computational resources. However, maintaining the previous SOTA perfor…

cs.SD2022★ 50 cited

ConvMixer: Feature Interactive Convolution with Curriculum Learning for Small Footprint and Noisy Far-field Keyword Spotting

Dianwen Ng, Yunqi Chen, Biao Tian +2

Building efficient architecture in neural speech processing is paramount to success in keyword spotting deployment. However, it is very challenging for lightweight models to achiev…

cs.CL2022★ 1 cited

On the Effectiveness of Pinyin-Character Dual-Decoding for End-to-End Mandarin Chinese ASR

Zhao Yang, Dianwen Ng, Xiao Fu +5

End-to-end automatic speech recognition (ASR) has achieved promising results. However, most existing end-to-end ASR methods neglect the use of specific language characteristics. Fo…