12 citations · 19 across the 5 of their papers we have counts for
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cs.CV2021
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Vitals Measurement
Xin Liu, Brian L. Hill, Ziheng Jiang +2
Camera-based physiological measurement is a growing field with neural models providing state-the-art-performance. Prior research have explored various "end-to-end" models; however…
cs.CV2021★ 3 cited
Automated Backend-Aware Post-Training Quantization
Ziheng Jiang, Animesh Jain, Andrew Liu +4
Quantization is a key technique to reduce the resource requirement and improve the performance of neural network deployment. However, different hardware backends such as x86 CPU, N…
cs.HC2021★ 4 cited
SplitSR: An End-to-End Approach to Super-Resolution on Mobile Devices
Xin Liu, Yuang Li, Josh Fromm +4
Super-resolution (SR) is a coveted image processing technique for mobile apps ranging from the basic camera apps to mobile health. Existing SR algorithms rely on deep learning mode…