1 code implementation • 26 Mar 2024 • Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John
By searching and employing the most appropriate tiny model as the computational saver for a given large model, the proposed approaches work as a novel and generic method to model compression.
Ranked #163 on Image Classification on ImageNet
1 code implementation • 4 Mar 2024 • Qingyuan Wang, Barry Cardiff, Antoine Frappé, Benoit Larras, Deepu John
Moreover, most current dynamic compression designs are monolithic and tightly integrated with base models, thereby complicating the adaptation to novel base models.
no code implementations • 14 Jun 2022 • Li Xiaolin, Fang Xiang, Rajesh C. Panicker, Barry Cardiff, Deepu John
To make the model immune to noise, we updated the model using frequency features and achieved good sustained performance in presence of noise with a slightly lower accuracy of 98. 69%.
no code implementations • 31 Aug 2021 • Xiaolin Li, Rajesh Panicker, Barry Cardiff, Deepu John
However, the computational complexity of existing CNN models prohibits them from being implemented in low-powered edge devices.
1 code implementation • 25 Aug 2021 • Arlene John, Koushik Kumar Nundy, Barry Cardiff, Deepu John
A novel method for the detection of sleep apnea events (pause in breathing) from peripheral oxygen saturation (SpO2) signals obtained from wearable devices is discussed in this paper.
1 code implementation • 2 May 2021 • Arlene John, Barry Cardiff, Deepu John
This paper introduces a novel method for apnea detection (pause in breathing) from electrocardiogram (ECG) signals obtained from wearable devices.