[PDF][PDF] Lossless 4-bit Quantization of Architecture Compressed Conformer ASR Systems on the 300-hr Switchboard Corpus
State-of-the-art end-to-end automatic speech recognition (ASR) systems are becoming
increasingly complex and expensive for practical applications. This paper develops a high …
increasingly complex and expensive for practical applications. This paper develops a high …
Enhancing Quantised End-to-End ASR Models Via Personalisation
Recent end-to-end automatic speech recognition (ASR) models have become increasingly
larger, making them particularly challenging to be deployed on resource-constrained …
larger, making them particularly challenging to be deployed on resource-constrained …
Lowbit neural network quantization for speaker verification
With the continuous development of deep neural networks (DNN) in recent years, the
performance of speaker verification systems has been significantly improved with the …
performance of speaker verification systems has been significantly improved with the …
Speaker Adaptation for Quantised End-to-End ASR Models
End-to-end models have shown superior performance for automatic speech recognition
(ASR). However, such models are often very large in size and thus challenging to deploy on …
(ASR). However, such models are often very large in size and thus challenging to deploy on …
[PDF][PDF] Extremely Low Bit Quantization for Mobile Speaker Verification Systems Under 1MB Memory
How to develop lightweight systems customized for mobile devices is an urgent and
intriguing topic for speaker verification. In this paper, we investigate extremely low bit …
intriguing topic for speaker verification. In this paper, we investigate extremely low bit …