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"Dense CNN and IndRNN for the Sussex-Huawei Locomotion-Transportation R" by Chuankun Li, Shuai Li et al.

The Sussex-Huawei Locomotion Challenge (SHL) 2021 organized at the HASCA Workshop of UbiComp 2021 is to recognize human activity by using GPS reception, GPS location, Wifi reception and GSM cell tower scans data. Compared with the previous challenge, this challenge is more difficult. In this paper, our team (NUC) summarize our submission to the competition. We propose a framework of deep learning including one-dimensional (1D) Dense CNN and Dense IndRNN networks to explore short and long-Term spatial temporal information. The location and Wifi features are extracted and normalized to feed into deep learning networks. Finally, the decision fusion is utilized to improve performance. ....

Sussex Huawei Locomotion Challenge , Activity Recognition , Deep Learning ,

Eiji Hayashi

Eiji Hayashi
cmu.edu - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from cmu.edu Daily Mail and Mail on Sunday newspapers.

Scott Hudson At Carnegie Mellon University , Laser Command , Activity Recognition , Scott Hudson , Carnegie Mellon University , Missile Command ,

Truecaller's Guardians app crosses 1 mn downloads, India leads

Guardians safety app from Truecaller on Wednesday announced its has crossed one million downloads worldwide, with 60 per cent downloads from India.Launch in March this year, Guardians has received 4.5 stars rating on Google Play Store and is . ....

Google Play , Apple App , Google Play Store , Activity Recognition , கூகிள் விளையாடு , ஆப்பிள் செயலி , கூகிள் விளையாடு கடை , நடவடிக்கை அங்கீகாரம் ,

Google just took the first step in fixing a big Android problem — weirdly, starting with sleep-tracking apps

Sleep tracking apps on Android will soon use less power
Android apps that have to run in the background like sleep-trackers have had a rough time. Among other things, they suffer inconsistent and unreliable background app limitations across different Android versions, which can interfere with how the apps work at a very fundamental level. This doesn t fix
that issue, but today Google is rolling out a specific API just for those apps, letting them pull sleep duration data right from the system itself.
The API is built into the existing Activity Recognition suite, which (if you allow it) can automatically pick up on the things you re doing based on the device sensors. That s how things like Google Fit can determine whether you re biking, walking, or driving when it comes to tracking physical activity. Google already uses the Sleep API internally for the Google Clock s bedtime mode. ....

Google Play Services , Google Play , Activity Recognition , Google Fit , Google Clock , Play Services , கூகிள் விளையாடு சேவைகள் , கூகிள் விளையாடு , நடவடிக்கை அங்கீகாரம் , கூகிள் பொருத்தம் , கூகிள் கடிகாரம் , விளையாடு சேவைகள் ,

Android getting new Sleep API to help apps track users' sleep

Google's new Sleep API for Android will give developers tools for tracking users' sleep that better for battery. ....

Google Play Services , Activity Recognition , Google Play , Google Via , கூகிள் விளையாடு சேவைகள் , நடவடிக்கை அங்கீகாரம் , கூகிள் விளையாடு , கூகிள் வழியாக ,