A Deep Learning Framework using Passive WiFi Sensing for Respiration Monitoring

Deep learning for sensor-based activity recognition: A survey

“…Those activities of simple movements are easily captured by bodyworn sensors. Some research studied people's lifestyle such as sleep (Sathyanarayana et al, 2016) and respiration (Khan et al, 2017;Hannink et al, 2017). The detection of such activities often requires some object and ambient sensors such as WiFi and sound, which are rather different from ADL.…”

“…Sensor Modality Deep Model Application Dataset (Almaslukh et al, 2017) Body-worn SAE ADL D03 (Alsheikh et al, 2016) Body-worn RBM ADL, factory, Parkinson D02, D06, D14 (Bhattacharya and Lane, 2016) Body-worn, ambiemt RBM Gesture, ADL, transportation Self, D01 (Chen and Xue, 2015) Body-worn CNN ADL Self (Chen et al, 2016b) Body-worn CNN ADL D06 (Cheng and Scotland, 2017) Body-worn DNN Parkinson Self (Edel and Köppe, 2016) Body-worn RNN ADL D01, D04, Self (Fang and Hu, 2014) Object, ambient DBN ADL Self (Gjoreski et al, 2016) Body-worn CNN ADL Self, D01 (Guan and Ploetz, 2017) Body-worn, object, ambient RNN ADL, smart home D01, D02, D04 (Ha et al, 2015) Body-worn CNN Factory, health D02, D13 (Ha and Choi, 2016) Body-worn CNN ADL, health D13 (Hammerla et al, 2015) Body-worn RBM Parkinson Self (Hammerla et al, 2016) Body-worn, object, ambient DNN, CNN, RNN ADL, smart home, gait D01, D04, D14 (Hannink et al, 2017) Body-worn CNN Gait Self (Hayashi et al, 2015) Body-worn, ambient RBM ADL, smart home D16 (Inoue et al, 2016) Body-worn RNN ADL D16 (Jiang and Yin, 2015) Body-worn CNN ADL D03, D05, D11 (Khan et al, 2017) Ambient CNN Respiration Self (Kim and Toomajian, 2016) Ambient CNN Hand gesture Self (Kim and Li, 2017) Body-worn CNN ADL Self Body-worn, ambient RBM ADL, emotion Self Ambient RBM ADL Self (Lee et al, 2017) Body-worn CNN ADL Self (Li et al, 2016a) Object RBM Patient resuscitation Self (Li et al, 2016b) Object CNN Patient resuscitation Self (Li et al, 2014) Body-worn SAE ADL D03 (Liu et al, 2016) Body-worn CNN, RBM ADL Self (Mohammed and Tashev, 2017) Body-worn CNN ADL, gesture Self (Morales and Roggen, 2016) Body-worn CNN ADL, smart home D01, D02 (Murad and Pyun, 2017) Body-worn RNN ADL, smart home D01, D02, D05, D14 (Ordóñez and Roggen, 2016) Body-worn CNN, RNN ADL, gesture, posture, factory D01, D02 (Panwar et al, 2017) B...…”